Overview

Brought to you by YData

Dataset statistics

Number of variables	41
Number of observations	3410295
Missing cells	4234040
Missing cells (%)	3.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	998.5 MiB
Average record size in memory	307.0 B

Variable types

Numeric	23
Text	6
Categorical	6
DateTime	3
Boolean	3

Alerts

`card_on_dark_web` has constant value "False"	Constant
`customer_id` is highly overall correlated with `card_id` and 1 other fields	High correlation
`birth_year` is highly overall correlated with `current_age`	High correlation
`credit_card_count` is highly overall correlated with `card_index`	High correlation
`current_age` is highly overall correlated with `birth_year`	High correlation
`per_capita_income` is highly overall correlated with `yearly_income`	High correlation
`total_debt` is highly overall correlated with `per_capita_income` and 1 other fields	High correlation
`yearly_income` is highly overall correlated with `per_capita_income`	High correlation
`card_id` is highly overall correlated with `customer_id` and 1 other fields	High correlation
`card_index` is highly overall correlated with `credit_card_count`	High correlation
`credit_limit` is highly overall correlated with `per_capita_income` and 2 other fields	High correlation
`transaction_id` is highly overall correlated with `card_id` and 1 other fields	High correlation
`latitude` is highly overall correlated with `longitude` and 1 other fields	High correlation
`longitude` is highly overall correlated with `merchant_zip`	High correlation
`card_brand` is highly overall correlated with `card_number` and 2 other fields	High correlation
`card_number` is highly overall correlated with `card_brand` and 5 other fields	High correlation
`card_type` is highly overall correlated with `card_number` and 2 other fields	High correlation
`merchant_mcc_code` is highly overall correlated with `transaction_type`	High correlation
`merchant_zip` is highly overall correlated with `card_brand` and 7 other fields	High correlation
`transaction_error` is highly overall correlated with `transaction_type`	High correlation
`transaction_type` is highly overall correlated with `card_number` and 5 other fields	High correlation
`cvv_code` is highly overall correlated with `card_brand` and 4 other fields	High correlation
`fraud_detected` is highly overall correlated with `merchant_zip`	High correlation
`gender` is highly overall correlated with `card_number` and 2 other fields	High correlation
`has_chip` is highly overall correlated with `card_number` and 3 other fields	High correlation
`merchant_id` is highly overall correlated with `transaction_type`	High correlation
`number_cards_issued` is highly overall correlated with `card_number` and 2 other fields	High correlation
`has_chip` is highly imbalanced (53.1%)	Imbalance
`fraud_detected` is highly imbalanced (97.9%)	Imbalance
`transaction_error` is highly imbalanced (58.0%)	Imbalance
`merchant_state` has 428339 (12.6%) missing values	Missing
`merchant_zip` has 449930 (13.2%) missing values	Missing
`transaction_error` has 3355771 (98.4%) missing values	Missing
`transaction_id` has unique values	Unique
`total_debt` has 175422 (5.1%) zeros	Zeros
`card_index` has 1264062 (37.1%) zeros	Zeros

Reproduction

Analysis started	2024-12-02 02:25:53.058399
Analysis finished	2024-12-02 02:43:07.314252
Duration	17 minutes and 14.26 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

customer_id
Real number (ℝ)

High correlation

Distinct	1535
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1005.1929

Minimum	0
Maximum	1998
Zeros	2301
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	26.0 MiB

Quantile statistics

Minimum	0
5-th percentile	98
Q1	517
median	1010
Q3	1483
95-th percentile	1894
Maximum	1998
Range	1998
Interquartile range (IQR)	966

Descriptive statistics

Standard deviation	570.01167
Coefficient of variation (CV)	0.56706693
Kurtosis	-1.1518497
Mean	1005.1929
Median Absolute Deviation (MAD)	484
Skewness	-0.021760796
Sum	3.4280044 × 10⁹
Variance	324913.31
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1249	9915	0.3%
396	8768	0.3%
262	8754	0.3%
1101	8602	0.3%
1838	8478	0.2%
808	8195	0.2%
332	8044	0.2%
1150	7845	0.2%
972	7473	0.2%
1080	7450	0.2%
Other values (1525)	3326771	97.6%

Value	Count	Frequency (%)
0	2301	0.1%
1	1122	< 0.1%
2	5588	0.2%
3	1746	0.1%
4	1926	0.1%
5	2298	0.1%
6	4267	0.1%
8	3412	0.1%
9	3519	0.1%
13	1069	< 0.1%

Value	Count	Frequency (%)
1998	1457	< 0.1%
1997	2415	0.1%
1996	2299	0.1%
1995	2304	0.1%
1993	1036	< 0.1%
1992	3100	0.1%
1990	2841	0.1%
1989	2077	0.1%
1987	3210	0.1%
1986	1251	< 0.1%

address
Text

Distinct	1535
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	26.0 MiB

Length

Max length	64
Median length	57
Mean length	40.954623
Min length	29

Characters and Unicode

Total characters	139667346
Distinct characters	64
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3 ?
Unique (%)	< 0.1%

Sample

1st row	295 West Avenue, Bienville, LA 71008
2nd row	295 West Avenue, Bienville, LA 71008
3rd row	295 West Avenue, Bienville, LA 71008
4th row	295 West Avenue, Bienville, LA 71008
5th row	295 West Avenue, Bienville, LA 71008

Value	Count	Frequency (%)
unit	933847	3.9%
street	751660	3.2%
drive	719998	3.0%
avenue	679579	2.9%
boulevard	662549	2.8%
lane	596509	2.5%
ca	420395	1.8%
tx	285644	1.2%
ny	233086	1.0%
fl	223048	0.9%
Other values (3885)	18153746	76.7%

Most occurring characters

Value	Count	Frequency (%)
	20249766	14.5%
e	9909735	7.1%
,	7754437	5.6%
n	5898204	4.2%
t	5700750	4.1%
r	5260304	3.8%
a	5240569	3.8%
i	5164333	3.7%
o	4182914	3.0%
l	3994458	2.9%
Other values (54)	66311876	47.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	139667346	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	20249766	14.5%
e	9909735	7.1%
,	7754437	5.6%
n	5898204	4.2%
t	5700750	4.1%
r	5260304	3.8%
a	5240569	3.8%
i	5164333	3.7%
o	4182914	3.0%
l	3994458	2.9%
Other values (54)	66311876	47.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	139667346	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	20249766	14.5%
e	9909735	7.1%
,	7754437	5.6%
n	5898204	4.2%
t	5700750	4.1%
r	5260304	3.8%
a	5240569	3.8%
i	5164333	3.7%
o	4182914	3.0%
l	3994458	2.9%
Other values (54)	66311876	47.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	139667346	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	20249766	14.5%
e	9909735	7.1%
,	7754437	5.6%
n	5898204	4.2%
t	5700750	4.1%
r	5260304	3.8%
a	5240569	3.8%
i	5164333	3.7%
o	4182914	3.0%
l	3994458	2.9%
Other values (54)	66311876	47.5%

birth_month
Real number (ℝ)

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.5316572

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	26.0 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	7
Q3	10
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	3.5738005
Coefficient of variation (CV)	0.54715065
Kurtosis	-1.3147905
Mean	6.5316572
Median Absolute Deviation (MAD)	3
Skewness	-0.033964539
Sum	22274878
Variance	12.77205
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
11	352874	10.3%
1	320493	9.4%
2	308628	9.0%
10	297865	8.7%
5	292364	8.6%
3	291414	8.5%
12	285375	8.4%
8	282787	8.3%
9	269726	7.9%
7	260927	7.7%
Other values (2)	447842	13.1%

Value	Count	Frequency (%)
1	320493	9.4%
2	308628	9.0%
3	291414	8.5%
4	243534	7.1%
5	292364	8.6%
6	204308	6.0%
7	260927	7.7%
8	282787	8.3%
9	269726	7.9%
10	297865	8.7%

Value	Count	Frequency (%)
12	285375	8.4%
11	352874	10.3%
10	297865	8.7%
9	269726	7.9%
8	282787	8.3%
7	260927	7.7%
6	204308	6.0%
5	292364	8.6%
4	243534	7.1%
3	291414	8.5%

birth_year
Real number (ℝ)

High correlation

Distinct	75
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1966.8056

Minimum	1918
Maximum	1997
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	26.0 MiB

Quantile statistics

Minimum	1918
5-th percentile	1936
Q1	1957
median	1969
Q3	1979
95-th percentile	1989
Maximum	1997
Range	79
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	16.078873
Coefficient of variation (CV)	0.0081751206
Kurtosis	-0.25295708
Mean	1966.8056
Median Absolute Deviation (MAD)	11
Skewness	-0.55253667
Sum	6.7073872 × 10⁹
Variance	258.53015
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1972	112478	3.3%
1970	109902	3.2%
1968	102995	3.0%
1961	92494	2.7%
1967	89674	2.6%
1977	88191	2.6%
1965	86852	2.5%
1978	85786	2.5%
1973	85588	2.5%
1975	84749	2.5%
Other values (65)	2471586	72.5%

Value	Count	Frequency (%)
1918	3268	0.1%
1920	2849	0.1%
1921	12556	0.4%
1926	11182	0.3%
1927	8189	0.2%
1928	4738	0.1%
1929	16202	0.5%
1930	6252	0.2%
1931	18017	0.5%
1932	17805	0.5%

Value	Count	Frequency (%)
1997	356	< 0.1%
1996	5979	0.2%
1995	16768	0.5%
1994	19136	0.6%
1993	27831	0.8%
1992	29940	0.9%
1991	35940	1.1%
1990	28568	0.8%
1989	48321	1.4%
1988	70989	2.1%

credit_card_count
Real number (ℝ)

High correlation

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.5825256

Minimum	1
Maximum	9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	26.0 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4
Q3	5
95-th percentile	6
Maximum	9
Range	8
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.6105396
Coefficient of variation (CV)	0.44955427
Kurtosis	-0.13352642
Mean	3.5825256
Median Absolute Deviation (MAD)	1
Skewness	0.36203334
Sum	12217469
Variance	2.593838
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
4	822001	24.1%
3	816782	24.0%
2	496463	14.6%
5	493601	14.5%
1	375033	11.0%
6	255651	7.5%
7	102760	3.0%
8	42107	1.2%
9	5897	0.2%

Value	Count	Frequency (%)
1	375033	11.0%
2	496463	14.6%
3	816782	24.0%
4	822001	24.1%
5	493601	14.5%
6	255651	7.5%
7	102760	3.0%
8	42107	1.2%
9	5897	0.2%

Value	Count	Frequency (%)
9	5897	0.2%
8	42107	1.2%
7	102760	3.0%
6	255651	7.5%
5	493601	14.5%
4	822001	24.1%
3	816782	24.0%
2	496463	14.6%
1	375033	11.0%

credit_score
Real number (ℝ)

Distinct	302
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	711.79367

Minimum	488
Maximum	850
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	26.0 MiB

Quantile statistics

Minimum	488
5-th percentile	590
Q1	683
median	713
Q3	755
95-th percentile	816
Maximum	850
Range	362
Interquartile range (IQR)	72

Descriptive statistics

Standard deviation	66.828906
Coefficient of variation (CV)	0.093888031
Kurtosis	0.6064792
Mean	711.79367
Median Absolute Deviation (MAD)	35
Skewness	-0.51269585
Sum	2.4274264 × 10⁹
Variance	4466.1027
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
850	58694	1.7%
683	46126	1.4%
685	44234	1.3%
698	43034	1.3%
693	42071	1.2%
706	37400	1.1%
686	36807	1.1%
689	36252	1.1%
684	34852	1.0%
721	34410	1.0%
Other values (292)	2996415	87.9%

Value	Count	Frequency (%)
488	1048	< 0.1%
489	937	< 0.1%
490	2274	0.1%
491	3921	0.1%
498	3392	0.1%
500	3798	0.1%
501	319	< 0.1%
503	3538	0.1%
505	6326	0.2%
506	1624	< 0.1%

Value	Count	Frequency (%)
850	58694	1.7%
849	4417	0.1%
847	2087	0.1%
846	1203	< 0.1%
842	2578	0.1%
841	4471	0.1%
840	5540	0.2%
839	1495	< 0.1%
838	7078	0.2%
836	4418	0.1%

current_age
Real number (ℝ)

High correlation

Distinct	76
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	52.378905

Minimum	22
Maximum	101
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	26.0 MiB

Quantile statistics

Minimum	22
5-th percentile	30
Q1	40
median	50
Q3	62
95-th percentile	83
Maximum	101
Range	79
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	16.085196
Coefficient of variation (CV)	0.30709301
Kurtosis	-0.26013945
Mean	52.378905
Median Absolute Deviation (MAD)	11
Skewness	0.5528775
Sum	1.7862752 × 10⁸
Variance	258.73352
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
47	118915	3.5%
51	99298	2.9%
49	94971	2.8%
48	89049	2.6%
42	87448	2.6%
50	87271	2.6%
54	86324	2.5%
52	85592	2.5%
43	83610	2.5%
59	83204	2.4%
Other values (66)	2494613	73.1%

Value	Count	Frequency (%)
22	356	< 0.1%
23	4589	0.1%
24	14867	0.4%
25	17274	0.5%
26	23190	0.7%
27	28015	0.8%
28	33138	1.0%
29	37110	1.1%
30	49949	1.5%
31	63441	1.9%

Value	Count	Frequency (%)
101	3268	0.1%
99	2849	0.1%
98	12556	0.4%
94	9436	0.3%
93	1746	0.1%
92	8189	0.2%
91	8734	0.3%
90	12206	0.4%
89	9473	0.3%
88	17558	0.5%

email
Text

Distinct	1530
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	26.0 MiB

Length

Max length	33
Median length	31
Mean length	24.655188
Min length	19

Characters and Unicode

Total characters	84081464
Distinct characters	29
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3 ?
Unique (%)	< 0.1%

Sample

1st row	jaziel.howard@example.com
2nd row	jaziel.howard@example.com
3rd row	jaziel.howard@example.com
4th row	jaziel.howard@example.com
5th row	jaziel.howard@example.com

Value	Count	Frequency (%)
keegan.perry@example.com	9915	0.3%
simeon.cruz@example.com	8768	0.3%
jaxon.cook@example.com	8754	0.3%
zachariah.fernandez@example.com	8602	0.3%
alora.white@example.com	8478	0.2%
rory.nelson@example.com	8224	0.2%
oscar.sanders@example.com	8195	0.2%
vada.fernandez@example.com	8044	0.2%
alina.harris@example.com	7845	0.2%
gordon.collins@example.com	7473	0.2%
Other values (1520)	3325997	97.5%

Most occurring characters

Value	Count	Frequency (%)
e	11161064	13.3%
a	8435570	10.0%
m	8287569	9.9%
.	6820590	8.1%
l	6629433	7.9%
o	5754409	6.8%
c	4384130	5.2%
p	3966345	4.7%
x	3590156	4.3%
r	3496516	4.2%
Other values (19)	21555682	25.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	84081464	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	11161064	13.3%
a	8435570	10.0%
m	8287569	9.9%
.	6820590	8.1%
l	6629433	7.9%
o	5754409	6.8%
c	4384130	5.2%
p	3966345	4.7%
x	3590156	4.3%
r	3496516	4.2%
Other values (19)	21555682	25.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	84081464	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	11161064	13.3%
a	8435570	10.0%
m	8287569	9.9%
.	6820590	8.1%
l	6629433	7.9%
o	5754409	6.8%
c	4384130	5.2%
p	3966345	4.7%
x	3590156	4.3%
r	3496516	4.2%
Other values (19)	21555682	25.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	84081464	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	11161064	13.3%
a	8435570	10.0%
m	8287569	9.9%
.	6820590	8.1%
l	6629433	7.9%
o	5754409	6.8%
c	4384130	5.2%
p	3966345	4.7%
x	3590156	4.3%
r	3496516	4.2%
Other values (19)	21555682	25.6%

first_name
Text

Distinct	1066
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	26.0 MiB

Length

Max length	11
Median length	10
Mean length	5.8523796
Min length	2

Characters and Unicode

Total characters	19958341
Distinct characters	52
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	Jaziel
2nd row	Jaziel
3rd row	Jaziel
4th row	Jaziel
5th row	Jaziel

Value	Count	Frequency (%)
simeon	14249	0.4%
dallas	12909	0.4%
maggie	12039	0.4%
cristiano	11733	0.3%
opal	11725	0.3%
maya	11573	0.3%
keegan	11517	0.3%
jaxon	11170	0.3%
colt	10474	0.3%
ryan	10321	0.3%
Other values (1056)	3292585	96.5%

Most occurring characters

Value	Count	Frequency (%)
a	2795601	14.0%
e	2018158	10.1%
n	1739860	8.7%
i	1639408	8.2%
l	1461405	7.3%
r	1151826	5.8%
o	898433	4.5%
y	806821	4.0%
s	682229	3.4%
t	510379	2.6%
Other values (42)	6254221	31.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	19958341	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	2795601	14.0%
e	2018158	10.1%
n	1739860	8.7%
i	1639408	8.2%
l	1461405	7.3%
r	1151826	5.8%
o	898433	4.5%
y	806821	4.0%
s	682229	3.4%
t	510379	2.6%
Other values (42)	6254221	31.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	19958341	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	2795601	14.0%
e	2018158	10.1%
n	1739860	8.7%
i	1639408	8.2%
l	1461405	7.3%
r	1151826	5.8%
o	898433	4.5%
y	806821	4.0%
s	682229	3.4%
t	510379	2.6%
Other values (42)	6254221	31.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	19958341	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	2795601	14.0%
e	2018158	10.1%
n	1739860	8.7%
i	1639408	8.2%
l	1461405	7.3%
r	1151826	5.8%
o	898433	4.5%
y	806821	4.0%
s	682229	3.4%
t	510379	2.6%
Other values (42)	6254221	31.3%

gender
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	26.0 MiB

Female	1764157
Male	1646138

Length

Max length	6
Median length	6
Mean length	5.0346067
Min length	4

Characters and Unicode

Total characters	17169494
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Male
2nd row	Male
3rd row	Male
4th row	Male
5th row	Male

Common Values

Value	Count	Frequency (%)
Female	1764157	51.7%
Male	1646138	48.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
female	1764157	51.7%
male	1646138	48.3%

Most occurring characters

Value	Count	Frequency (%)
e	5174452	30.1%
a	3410295	19.9%
l	3410295	19.9%
F	1764157	10.3%
m	1764157	10.3%
M	1646138	9.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	17169494	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	5174452	30.1%
a	3410295	19.9%
l	3410295	19.9%
F	1764157	10.3%
m	1764157	10.3%
M	1646138	9.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	17169494	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	5174452	30.1%
a	3410295	19.9%
l	3410295	19.9%
F	1764157	10.3%
m	1764157	10.3%
M	1646138	9.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	17169494	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	5174452	30.1%
a	3410295	19.9%
l	3410295	19.9%
F	1764157	10.3%
m	1764157	10.3%
M	1646138	9.6%

last_name
Text

Distinct	126
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	26.0 MiB

Length

Max length	10
Median length	9
Mean length	5.8028083
Min length	2

Characters and Unicode

Total characters	19789288
Distinct characters	47
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Howard
2nd row	Howard
3rd row	Howard
4th row	Howard
5th row	Howard

Value	Count	Frequency (%)
phillips	55713	1.6%
torres	54999	1.6%
faraday	43979	1.3%
abe	43299	1.3%
cook	43125	1.3%
nguyen	42914	1.3%
howard	42620	1.2%
king	42323	1.2%
martin	41257	1.2%
ward	40669	1.2%
Other values (116)	2959397	86.8%

Most occurring characters

Value	Count	Frequency (%)
e	2075024	10.5%
r	1852894	9.4%
a	1602741	8.1%
l	1377880	7.0%
o	1355519	6.8%
n	1220091	6.2%
s	1160576	5.9%
i	1119563	5.7%
d	516805	2.6%
h	485127	2.5%
Other values (37)	7023068	35.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	19789288	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	2075024	10.5%
r	1852894	9.4%
a	1602741	8.1%
l	1377880	7.0%
o	1355519	6.8%
n	1220091	6.2%
s	1160576	5.9%
i	1119563	5.7%
d	516805	2.6%
h	485127	2.5%
Other values (37)	7023068	35.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	19789288	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	2075024	10.5%
r	1852894	9.4%
a	1602741	8.1%
l	1377880	7.0%
o	1355519	6.8%
n	1220091	6.2%
s	1160576	5.9%
i	1119563	5.7%
d	516805	2.6%
h	485127	2.5%
Other values (37)	7023068	35.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	19789288	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	2075024	10.5%
r	1852894	9.4%
a	1602741	8.1%
l	1377880	7.0%
o	1355519	6.8%
n	1220091	6.2%
s	1160576	5.9%
i	1119563	5.7%
d	516805	2.6%
h	485127	2.5%
Other values (37)	7023068	35.5%

latitude
Real number (ℝ)

High correlation

Distinct	855
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	37.366956

Minimum	21.3
Maximum	61.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	26.0 MiB

Quantile statistics

Minimum	21.3
5-th percentile	28.3
Q1	33.88
median	38.35
Q3	41.07
95-th percentile	44.65
Maximum	61.2
Range	39.9
Interquartile range (IQR)	7.19

Descriptive statistics

Standard deviation	5.0917774
Coefficient of variation (CV)	0.13626417
Kurtosis	-0.19981123
Mean	37.366956
Median Absolute Deviation (MAD)	3.55
Skewness	-0.36982755
Sum	1.2743234 × 10⁸
Variance	25.926197
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29.76	43988	1.3%
25.77	30204	0.9%
40.64	26966	0.8%
40.84	26308	0.8%
29.45	23473	0.7%
41.47	20509	0.6%
41.83	20067	0.6%
40.71	19221	0.6%
35.11	16904	0.5%
39.77	16596	0.5%
Other values (845)	3166059	92.8%

Value	Count	Frequency (%)
21.3	1494	< 0.1%
21.31	3954	0.1%
21.34	2014	0.1%
21.39	1156	< 0.1%
21.4	1269	< 0.1%
21.41	2377	0.1%
21.44	2721	0.1%
22.21	1340	< 0.1%
25.77	30204	0.9%
25.92	3469	0.1%

Value	Count	Frequency (%)
61.2	917	< 0.1%
48.53	1119	< 0.1%
48.28	4579	0.1%
48.19	1891	0.1%
47.94	1464	< 0.1%
47.91	4123	0.1%
47.83	1072	< 0.1%
47.79	9001	0.3%
47.75	3654	0.1%
47.69	632	< 0.1%

longitude
Real number (ℝ)

High correlation

Distinct	1021
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-91.386768

Minimum	-159.41
Maximum	-68.67
Zeros	0
Zeros (%)	0.0%
Negative	3410295
Negative (%)	100.0%
Memory size	26.0 MiB

Quantile statistics

Minimum	-159.41
5-th percentile	-122.06
Q1	-97.34
median	-86.28
Q3	-80.08
95-th percentile	-73.4
Maximum	-68.67
Range	90.74
Interquartile range (IQR)	17.26

Descriptive statistics

Standard deviation	16.207777
Coefficient of variation (CV)	-0.17735365
Kurtosis	0.44073609
Mean	-91.386768
Median Absolute Deviation (MAD)	9.1
Skewness	-1.015478
Sum	-3.1165584 × 10⁸
Variance	262.69204
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-95.38	47951	1.4%
-73.94	26966	0.8%
-80.2	26389	0.8%
-87.68	20067	0.6%
-90	19692	0.6%
-80.13	19643	0.6%
-98.5	18468	0.5%
-86.14	16596	0.5%
-73.87	16465	0.5%
-106.62	15934	0.5%
Other values (1011)	3182124	93.3%

Value	Count	Frequency (%)
-159.41	1340	< 0.1%
-158.18	2721	0.1%
-158.01	5110	0.1%
-157.85	1494	< 0.1%
-157.79	2377	0.1%
-157.73	1269	< 0.1%
-157.72	2014	0.1%
-149.82	917	< 0.1%
-124.16	1600	< 0.1%
-124.14	2009	0.1%

Value	Count	Frequency (%)
-68.67	2012	0.1%
-69.83	2217	0.1%
-70.08	1517	< 0.1%
-70.24	2638	0.1%
-70.3	2820	0.1%
-70.33	2672	0.1%
-70.7	1235	< 0.1%
-70.73	2485	0.1%
-70.86	3149	0.1%
-70.87	3513	0.1%

per_capita_income
Real number (ℝ)

High correlation

Distinct	1386
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23885.169

Minimum	0
Maximum	163145
Zeros	17017
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	26.0 MiB

Quantile statistics

Minimum	0
5-th percentile	13047
Q1	17013
median	21156
Q3	27544
95-th percentile	43827
Maximum	163145
Range	163145
Interquartile range (IQR)	10531

Descriptive statistics

Standard deviation	11602.533
Coefficient of variation (CV)	0.48576305
Kurtosis	24.596456
Mean	23885.169
Median Absolute Deviation (MAD)	4735
Skewness	3.511435
Sum	8.1455473 × 10¹⁰
Variance	1.3461876 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17017	0.5%
16901	12336	0.4%
26137	11669	0.3%
24044	10247	0.3%
25537	9579	0.3%
19851	8900	0.3%
25258	8881	0.3%
21156	8768	0.3%
15385	8764	0.3%
16892	8478	0.2%
Other values (1376)	3305656	96.9%

Value	Count	Frequency (%)
0	17017	0.5%
6201	810	< 0.1%
8155	1450	< 0.1%
8491	1656	< 0.1%
8658	756	< 0.1%
9284	2462	0.1%
9389	1770	0.1%
9710	789	< 0.1%
9995	892	< 0.1%
10016	1828	0.1%

Value	Count	Frequency (%)
163145	1746	0.1%
137428	2732	0.1%
96516	1423	< 0.1%
95039	8115	0.2%
94302	2361	0.1%
91180	4207	0.1%
79100	1563	< 0.1%
76725	4019	0.1%
75378	2544	0.1%
74205	4475	0.1%

retirement_age
Real number (ℝ)

Distinct	28
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	66.394789

Minimum	50
Maximum	79
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	26.0 MiB

Quantile statistics

Minimum	50
5-th percentile	60
Q1	65
median	66
Q3	68
95-th percentile	72
Maximum	79
Range	29
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.5649488
Coefficient of variation (CV)	0.053693201
Kurtosis	1.5586734
Mean	66.394789
Median Absolute Deviation (MAD)	2
Skewness	-0.38431589
Sum	2.2642582 × 10⁸
Variance	12.70886
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
65	555105	16.3%
66	540284	15.8%
67	480962	14.1%
68	343377	10.1%
69	262277	7.7%
64	182498	5.4%
70	163014	4.8%
71	140729	4.1%
63	104728	3.1%
62	104094	3.1%
Other values (18)	533227	15.6%

Value	Count	Frequency (%)
50	3226	0.1%
53	3843	0.1%
54	11215	0.3%
55	8685	0.3%
56	7921	0.2%
57	32434	1.0%
58	32678	1.0%
59	52052	1.5%
60	58530	1.7%
61	79231	2.3%

Value	Count	Frequency (%)
79	2851	0.1%
78	8093	0.2%
77	1718	0.1%
76	1802	0.1%
75	29027	0.9%
74	31673	0.9%
73	67478	2.0%
72	100770	3.0%
71	140729	4.1%
70	163014	4.8%

total_debt
Real number (ℝ)

High correlation Zeros

Distinct	1446
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	59689.786

Minimum	0
Maximum	461854
Zeros	175422
Zeros (%)	5.1%
Negative	0
Negative (%)	0.0%
Memory size	26.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	19299
median	53023
Q3	86171
95-th percentile	151030
Maximum	461854
Range	461854
Interquartile range (IQR)	66872

Descriptive statistics

Standard deviation	52635.215
Coefficient of variation (CV)	0.88181276
Kurtosis	6.6309351
Mean	59689.786
Median Absolute Deviation (MAD)	33619
Skewness	1.7234573
Sum	2.0355978 × 10¹¹
Variance	2.7704659 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	175422	5.1%
54634	11582	0.3%
44263	8768	0.3%
66148	8754	0.3%
370	8602	0.3%
907	8478	0.2%
6332	8195	0.2%
15899	8044	0.2%
4344	7845	0.2%
88165	7473	0.2%
Other values (1436)	3157132	92.6%

Value	Count	Frequency (%)
0	175422	5.1%
5	753	< 0.1%
49	4042	0.1%
66	4046	0.1%
69	4215	0.1%
92	2496	0.1%
93	1558	< 0.1%
182	1414	< 0.1%
196	5588	0.2%
216	2567	0.1%

Value	Count	Frequency (%)
461854	4207	0.1%
437533	1423	< 0.1%
328089	3079	0.1%
317964	1563	< 0.1%
307856	3077	0.1%
265319	1597	< 0.1%
255288	2581	0.1%
252106	1527	< 0.1%
247623	2692	0.1%
242379	6326	0.2%

yearly_income
Real number (ℝ)

High correlation

Distinct	1502
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46645.735

Minimum	1
Maximum	280199
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	26.0 MiB

Quantile statistics

Minimum	1
5-th percentile	22583
Q1	33076
median	41109
Q3	54122
95-th percentile	87030
Maximum	280199
Range	280198
Interquartile range (IQR)	21046

Descriptive statistics

Standard deviation	23705.569
Coefficient of variation (CV)	0.50820442
Kurtosis	17.337534
Mean	46645.735
Median Absolute Deviation (MAD)	9964
Skewness	2.9797885
Sum	1.5907572 × 10¹¹
Variance	5.6195399 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
34456	9915	0.3%
43133	8768	0.3%
49023	8754	0.3%
33869	8602	0.3%
34441	8478	0.2%
73067	8195	0.2%
41513	8044	0.2%
99825	7845	0.2%
60746	7473	0.2%
53702	7450	0.2%
Other values (1492)	3326771	97.6%

Value	Count	Frequency (%)
1	1142	< 0.1%
2	2124	0.1%
3	753	< 0.1%
4	2067	0.1%
399	483	< 0.1%
553	444	< 0.1%
645	786	< 0.1%
920	1412	< 0.1%
1426	3932	0.1%
1785	976	< 0.1%

Value	Count	Frequency (%)
280199	2732	0.1%
249925	1746	0.1%
196784	1423	< 0.1%
193773	5224	0.2%
193768	2891	0.1%
192269	2361	0.1%
185909	4207	0.1%
162709	4475	0.1%
161276	1563	< 0.1%
153691	2544	0.1%

card_id
Real number (ℝ)

High correlation

Distinct	4089
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3077.7428

Minimum	0
Maximum	6143
Zeros	443
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	26.0 MiB

Quantile statistics

Minimum	0
5-th percentile	281
Q1	1565
median	3090
Q3	4573
95-th percentile	5825
Maximum	6143
Range	6143
Interquartile range (IQR)	3008

Descriptive statistics

Standard deviation	1768.9366
Coefficient of variation (CV)	0.57475128
Kurtosis	-1.1788577
Mean	3077.7428
Median Absolute Deviation (MAD)	1504
Skewness	-0.0074526992
Sum	1.0496011 × 10¹⁰
Variance	3129136.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3310	7450	0.2%
2959	7052	0.2%
5805	6326	0.2%
349	6148	0.2%
5160	5557	0.2%
108	5533	0.2%
2435	5510	0.2%
165	5224	0.2%
1192	5210	0.2%
998	5097	0.1%
Other values (4079)	3351188	98.3%

Value	Count	Frequency (%)
0	443	< 0.1%
1	381	< 0.1%
2	365	< 0.1%
3	1112	< 0.1%
6	413	< 0.1%
7	386	< 0.1%
8	241	< 0.1%
9	82	< 0.1%
10	1390	< 0.1%
11	1458	< 0.1%

Value	Count	Frequency (%)
6143	1457	< 0.1%
6142	983	< 0.1%
6141	1003	< 0.1%
6140	429	< 0.1%
6139	482	< 0.1%
6138	853	< 0.1%
6137	515	< 0.1%
6136	449	< 0.1%
6135	736	< 0.1%
6134	1568	< 0.1%

account_open_date
Date

Distinct	267
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	26.0 MiB

Minimum	1991-01-01 00:00:00
Maximum	2017-10-01 00:00:00

Histogram with fixed size bins (bins=50)

card_brand
Categorical

High correlation

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	26.0 MiB

Mastercard	1855091
Visa	1259298
Amex	207022
Discover	88884

Length

Max length	10
Median length	10
Mean length	7.3680611
Min length	4

Characters and Unicode

Total characters	25127262
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Mastercard
2nd row	Mastercard
3rd row	Mastercard
4th row	Mastercard
5th row	Mastercard

Common Values

Value	Count	Frequency (%)
Mastercard	1855091	54.4%
Visa	1259298	36.9%
Amex	207022	6.1%
Discover	88884	2.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
mastercard	1855091	54.4%
visa	1259298	36.9%
amex	207022	6.1%
discover	88884	2.6%

Most occurring characters

Value	Count	Frequency (%)
a	4969480	19.8%
r	3799066	15.1%
s	3203273	12.7%
e	2150997	8.6%
c	1943975	7.7%
M	1855091	7.4%
t	1855091	7.4%
d	1855091	7.4%
i	1348182	5.4%
V	1259298	5.0%
Other values (6)	887718	3.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	25127262	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	4969480	19.8%
r	3799066	15.1%
s	3203273	12.7%
e	2150997	8.6%
c	1943975	7.7%
M	1855091	7.4%
t	1855091	7.4%
d	1855091	7.4%
i	1348182	5.4%
V	1259298	5.0%
Other values (6)	887718	3.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	25127262	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	4969480	19.8%
r	3799066	15.1%
s	3203273	12.7%
e	2150997	8.6%
c	1943975	7.7%
M	1855091	7.4%
t	1855091	7.4%
d	1855091	7.4%
i	1348182	5.4%
V	1259298	5.0%
Other values (6)	887718	3.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	25127262	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	4969480	19.8%
r	3799066	15.1%
s	3203273	12.7%
e	2150997	8.6%
c	1943975	7.7%
M	1855091	7.4%
t	1855091	7.4%
d	1855091	7.4%
i	1348182	5.4%
V	1259298	5.0%
Other values (6)	887718	3.5%

card_expiration_date
Date

Distinct	121
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	26.0 MiB

Minimum	2014-12-01 00:00:00
Maximum	2024-12-01 00:00:00

Histogram with fixed size bins (bins=50)

card_index
Real number (ℝ)

High correlation Zeros

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2959486

Minimum	0
Maximum	8
Zeros	1264062
Zeros (%)	37.1%
Negative	0
Negative (%)	0.0%
Memory size	26.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	4
Maximum	8
Range	8
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.373014
Coefficient of variation (CV)	1.0594664
Kurtosis	0.86915861
Mean	1.2959486
Median Absolute Deviation (MAD)	1
Skewness	1.08584
Sum	4419567
Variance	1.8851675
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	1264062	37.1%
1	897832	26.3%
2	615658	18.1%
3	374578	11.0%
4	160624	4.7%
5	68097	2.0%
6	22868	0.7%
7	6112	0.2%
8	464	< 0.1%

Value	Count	Frequency (%)
0	1264062	37.1%
1	897832	26.3%
2	615658	18.1%
3	374578	11.0%
4	160624	4.7%
5	68097	2.0%
6	22868	0.7%
7	6112	0.2%
8	464	< 0.1%

Value	Count	Frequency (%)
8	464	< 0.1%
7	6112	0.2%
6	22868	0.7%
5	68097	2.0%
4	160624	4.7%
3	374578	11.0%
2	615658	18.1%
1	897832	26.3%
0	1264062	37.1%

card_number
Real number (ℝ)

High correlation

Distinct	4089
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.8410033 × 10¹⁵

Minimum	3.0060978 × 10¹⁴
Maximum	6.9944982 × 10¹⁵
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	26.0 MiB

Quantile statistics

Minimum	3.0060978 × 10¹⁴
5-th percentile	3.7703538 × 10¹⁴
Q1	4.5085837 × 10¹⁵
median	5.1182281 × 10¹⁵
Q3	5.5796045 × 10¹⁵
95-th percentile	5.9494413 × 10¹⁵
Maximum	6.9944982 × 10¹⁵
Range	6.6938884 × 10¹⁵
Interquartile range (IQR)	1.0710208 × 10¹⁵

Descriptive statistics

Standard deviation	1.2860991 × 10¹⁵
Coefficient of variation (CV)	0.26566788
Kurtosis	6.2175986
Mean	4.8410033 × 10¹⁵
Median Absolute Deviation (MAD)	5.2056488 × 10¹⁴
Skewness	-2.4336304
Sum	-5.8660278 × 10¹⁷
Variance	1.6540509 × 10³⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.412731782 × 10¹⁵	7450	0.2%
4.049783428 × 10¹⁵	7052	0.2%
5.809446324 × 10¹⁵	6326	0.2%
5.309940543 × 10¹⁵	6148	0.2%
3.523973604 × 10¹⁴	5557	0.2%
5.595562389 × 10¹⁵	5533	0.2%
5.206850869 × 10¹⁵	5510	0.2%
5.476407228 × 10¹⁵	5224	0.2%
3.577316041 × 10¹⁴	5210	0.2%
5.552351758 × 10¹⁵	5097	0.1%
Other values (4079)	3351188	98.3%

Value	Count	Frequency (%)
3.006097828 × 10¹⁴	1003	< 0.1%
3.020142536 × 10¹⁴	2159	0.1%
3.021286918 × 10¹⁴	818	< 0.1%
3.023241546 × 10¹⁴	1541	< 0.1%
3.027375882 × 10¹⁴	255	< 0.1%
3.030847201 × 10¹⁴	541	< 0.1%
3.033882871 × 10¹⁴	2769	0.1%
3.036398784 × 10¹⁴	183	< 0.1%
3.040323297 × 10¹⁴	258	< 0.1%
3.040496397 × 10¹⁴	542	< 0.1%

Value	Count	Frequency (%)
6.994498161 × 10¹⁵	1528	< 0.1%
6.994217665 × 10¹⁵	614	< 0.1%
6.987061746 × 10¹⁵	507	< 0.1%
6.983129593 × 10¹⁵	1491	< 0.1%
6.977627305 × 10¹⁵	262	< 0.1%
6.974497426 × 10¹⁵	423	< 0.1%
6.973723422 × 10¹⁵	710	< 0.1%
6.969946254 × 10¹⁵	717	< 0.1%
6.967609498 × 10¹⁵	778	< 0.1%
6.955304802 × 10¹⁵	237	< 0.1%

card_on_dark_web
Boolean

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.3 MiB

False	3410295

Value	Count	Frequency (%)
False	3410295	100.0%

card_type
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	26.0 MiB

Debit	2134230
Credit	1041259
Debit (Prepaid)	234806

Length

Max length	15
Median length	5
Mean length	5.9938492
Min length	5

Characters and Unicode

Total characters	20440794
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Credit
2nd row	Credit
3rd row	Credit
4th row	Credit
5th row	Credit

Common Values

Value	Count	Frequency (%)
Debit	2134230	62.6%
Credit	1041259	30.5%
Debit (Prepaid)	234806	6.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
debit	2369036	65.0%
credit	1041259	28.6%
prepaid	234806	6.4%

Most occurring characters

Value	Count	Frequency (%)
e	3645101	17.8%
i	3645101	17.8%
t	3410295	16.7%
D	2369036	11.6%
b	2369036	11.6%
r	1276065	6.2%
d	1276065	6.2%
C	1041259	5.1%
	234806	1.1%
(	234806	1.1%
Other values (4)	939224	4.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	20440794	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	3645101	17.8%
i	3645101	17.8%
t	3410295	16.7%
D	2369036	11.6%
b	2369036	11.6%
r	1276065	6.2%
d	1276065	6.2%
C	1041259	5.1%
	234806	1.1%
(	234806	1.1%
Other values (4)	939224	4.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	20440794	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	3645101	17.8%
i	3645101	17.8%
t	3410295	16.7%
D	2369036	11.6%
b	2369036	11.6%
r	1276065	6.2%
d	1276065	6.2%
C	1041259	5.1%
	234806	1.1%
(	234806	1.1%
Other values (4)	939224	4.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	20440794	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	3645101	17.8%
i	3645101	17.8%
t	3410295	16.7%
D	2369036	11.6%
b	2369036	11.6%
r	1276065	6.2%
d	1276065	6.2%
C	1041259	5.1%
	234806	1.1%
(	234806	1.1%
Other values (4)	939224	4.6%

credit_limit
Real number (ℝ)

High correlation

Distinct	2620
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15414.282

Minimum	0
Maximum	141391
Zeros	15599
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	26.0 MiB

Quantile statistics

Minimum	0
5-th percentile	77
Q1	7700
median	13400
Q3	20765
95-th percentile	36425
Maximum	141391
Range	141391
Interquartile range (IQR)	13065

Descriptive statistics

Standard deviation	12114.444
Coefficient of variation (CV)	0.78592336
Kurtosis	13.297339
Mean	15414.282
Median Absolute Deviation (MAD)	6346
Skewness	2.2783409
Sum	5.2567248 × 10¹⁰
Variance	1.4675976 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10600	15815	0.5%
0	15599	0.5%
8700	13665	0.4%
9800	13657	0.4%
8800	13113	0.4%
8900	12005	0.4%
9700	11809	0.3%
9500	11731	0.3%
12700	11695	0.3%
65	11151	0.3%
Other values (2610)	3280055	96.2%

Value	Count	Frequency (%)
0	15599	0.5%
1	156	< 0.1%
3	567	< 0.1%
4	436	< 0.1%
8	95	< 0.1%
9	484	< 0.1%
10	80	< 0.1%
11	1051	< 0.1%
12	367	< 0.1%
13	304	< 0.1%

Value	Count	Frequency (%)
141391	630	< 0.1%
137669	1528	< 0.1%
132439	622	< 0.1%
130971	363	< 0.1%
125723	634	< 0.1%
98100	212	< 0.1%
97352	587	< 0.1%
96637	596	< 0.1%
92828	39	< 0.1%
88743	1470	< 0.1%

cvv_code
Real number (ℝ)

High correlation

Distinct	986
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	491.52517

Minimum	0
Maximum	999
Zeros	2731
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	26.0 MiB

Quantile statistics

Minimum	0
5-th percentile	45
Q1	237
median	492
Q3	740
95-th percentile	950
Maximum	999
Range	999
Interquartile range (IQR)	503

Descriptive statistics

Standard deviation	290.65588
Coefficient of variation (CV)	0.59133469
Kurtosis	-1.2169936
Mean	491.52517
Median Absolute Deviation (MAD)	250
Skewness	0.028897842
Sum	1.6762458 × 10⁹
Variance	84480.841
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17	14124	0.4%
269	14122	0.4%
265	12603	0.4%
278	10437	0.3%
681	10357	0.3%
152	10226	0.3%
594	10120	0.3%
231	10014	0.3%
599	9884	0.3%
25	9612	0.3%
Other values (976)	3298796	96.7%

Value	Count	Frequency (%)
0	2731	0.1%
1	1370	< 0.1%
2	1874	0.1%
3	1880	0.1%
4	662	< 0.1%
5	856	< 0.1%
6	783	< 0.1%
7	4531	0.1%
8	2420	0.1%
9	2747	0.1%

Value	Count	Frequency (%)
999	2203	0.1%
998	795	< 0.1%
997	512	< 0.1%
996	3266	0.1%
995	4024	0.1%
994	2657	0.1%
993	3452	0.1%
992	6380	0.2%
991	4578	0.1%
990	3902	0.1%

has_chip
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.3 MiB

True	3069268
False	341027

Value	Count	Frequency (%)
True	3069268	90.0%
False	341027	10.0%

number_cards_issued
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	26.0 MiB

2	1706723
1	1676846
3	26726

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3410295
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	2
3rd row	2
4th row	2
5th row	2

Common Values

Value	Count	Frequency (%)
2	1706723	50.0%
1	1676846	49.2%
3	26726	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	1706723	50.0%
1	1676846	49.2%
3	26726	0.8%

Most occurring characters

Value	Count	Frequency (%)
2	1706723	50.0%
1	1676846	49.2%
3	26726	0.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3410295	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	1706723	50.0%
1	1676846	49.2%
3	26726	0.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3410295	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	1706723	50.0%
1	1676846	49.2%
3	26726	0.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3410295	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	1706723	50.0%
1	1676846	49.2%
3	26726	0.8%

pin_last_changed_year
Real number (ℝ)

Distinct	19
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2011.4679

Minimum	2002
Maximum	2020
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	26.0 MiB

Quantile statistics

Minimum	2002
5-th percentile	2007
Q1	2010
median	2011
Q3	2013
95-th percentile	2016
Maximum	2020
Range	18
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.8111607
Coefficient of variation (CV)	0.0013975668
Kurtosis	0.25003815
Mean	2011.4679
Median Absolute Deviation (MAD)	2
Skewness	0.23724737
Sum	6.8596988 × 10⁹
Variance	7.9026246
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
2011	593016	17.4%
2010	525029	15.4%
2012	364802	10.7%
2013	342503	10.0%
2009	333281	9.8%
2014	312642	9.2%
2015	248230	7.3%
2008	210293	6.2%
2007	128819	3.8%
2016	119917	3.5%
Other values (9)	231763	6.8%

Value	Count	Frequency (%)
2002	545	< 0.1%
2003	11442	0.3%
2004	7483	0.2%
2005	22961	0.7%
2006	59489	1.7%
2007	128819	3.8%
2008	210293	6.2%
2009	333281	9.8%
2010	525029	15.4%
2011	593016	17.4%

Value	Count	Frequency (%)
2020	22884	0.7%
2019	22057	0.6%
2018	45231	1.3%
2017	39671	1.2%
2016	119917	3.5%
2015	248230	7.3%
2014	312642	9.2%
2013	342503	10.0%
2012	364802	10.7%
2011	593016	17.4%

transaction_id
Real number (ℝ)

High correlation Unique

Distinct	3410295
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36632243

Minimum	24390796
Maximum	48766716
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	26.0 MiB

Quantile statistics

Minimum	24390796
5-th percentile	25640490
Q1	30576474
median	36653992
Q3	42739196
95-th percentile	47577959
Maximum	48766716
Range	24375920
Interquartile range (IQR)	12162722

Descriptive statistics

Standard deviation	7046989.4
Coefficient of variation (CV)	0.19237122
Kurtosis	-1.2039583
Mean	36632243
Median Absolute Deviation (MAD)	6078480
Skewness	-2.3031187 × 10^-5
Sum	1.2492675 × 10¹⁴
Variance	4.966006 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
48682211	1	< 0.1%
40600275	1	< 0.1%
40593418	1	< 0.1%
40593419	1	< 0.1%
40593420	1	< 0.1%
40593421	1	< 0.1%
40593422	1	< 0.1%
40593423	1	< 0.1%
40593424	1	< 0.1%
40593425	1	< 0.1%
Other values (3410285)	3410285	> 99.9%

Value	Count	Frequency (%)
24390796	1	< 0.1%
24390797	1	< 0.1%
24390798	1	< 0.1%
24390799	1	< 0.1%
24390800	1	< 0.1%
24390801	1	< 0.1%
24390802	1	< 0.1%
24390803	1	< 0.1%
24390804	1	< 0.1%
24390805	1	< 0.1%

Value	Count	Frequency (%)
48766716	1	< 0.1%
48766715	1	< 0.1%
48766714	1	< 0.1%
48766713	1	< 0.1%
48766712	1	< 0.1%
48766711	1	< 0.1%
48766710	1	< 0.1%
48766709	1	< 0.1%
48766708	1	< 0.1%
48766707	1	< 0.1%

fraud_detected
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.3 MiB

False	3403435
True	6860

Value	Count	Frequency (%)
False	3403435	99.8%
True	6860	0.2%

merchant_city
Text

Distinct	9782
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	26.0 MiB

Length

Max length	25
Median length	22
Mean length	8.5347725
Min length	3

Characters and Unicode

Total characters	29106092
Distinct characters	54
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	920 ?
Unique (%)	< 0.1%

Sample

1st row	Coushatta
2nd row	Blanchard
3rd row	Bienville
4th row	Cotton Valley
5th row	Coushatta

Value	Count	Frequency (%)
online	428339	10.1%
san	69227	1.6%
city	67716	1.6%
houston	37344	0.9%
beach	36967	0.9%
park	33998	0.8%
new	32634	0.8%
saint	30118	0.7%
fort	30083	0.7%
los	28451	0.7%
Other values (8218)	3431397	81.2%

Most occurring characters

Value	Count	Frequency (%)
a	2400407	8.2%
e	2353139	8.1%
o	2147888	7.4%
n	2033051	7.0%
l	1876340	6.4%
r	1636742	5.6%
i	1625957	5.6%
t	1348201	4.6%
s	1116827	3.8%
N	991941	3.4%
Other values (44)	11575599	39.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	29106092	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	2400407	8.2%
e	2353139	8.1%
o	2147888	7.4%
n	2033051	7.0%
l	1876340	6.4%
r	1636742	5.6%
i	1625957	5.6%
t	1348201	4.6%
s	1116827	3.8%
N	991941	3.4%
Other values (44)	11575599	39.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	29106092	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	2400407	8.2%
e	2353139	8.1%
o	2147888	7.4%
n	2033051	7.0%
l	1876340	6.4%
r	1636742	5.6%
i	1625957	5.6%
t	1348201	4.6%
s	1116827	3.8%
N	991941	3.4%
Other values (44)	11575599	39.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	29106092	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	2400407	8.2%
e	2353139	8.1%
o	2147888	7.4%
n	2033051	7.0%
l	1876340	6.4%
r	1636742	5.6%
i	1625957	5.6%
t	1348201	4.6%
s	1116827	3.8%
N	991941	3.4%
Other values (44)	11575599	39.8%

merchant_id
Real number (ℝ)

High correlation

Distinct	45759
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-4.7914061 × 10¹⁷

Minimum	-9.2228994 × 10¹⁸
Maximum	9.2228771 × 10¹⁸
Zeros	0
Zeros (%)	0.0%
Negative	1822859
Negative (%)	53.5%
Memory size	26.0 MiB

Quantile statistics

Minimum	-9.2228994 × 10¹⁸
5-th percentile	-7.1522583 × 10¹⁸
Q1	-4.5306007 × 10¹⁸
median	-7.948098 × 10¹⁷
Q3	3.2157863 × 10¹⁸
95-th percentile	7.4534879 × 10¹⁸
Maximum	9.2228771 × 10¹⁸
Range	-9.675152 × 10¹⁴
Interquartile range (IQR)	7.746387 × 10¹⁸

Descriptive statistics

Standard deviation	4.7678509 × 10¹⁸
Coefficient of variation (CV)	-9.9508387
Kurtosis	-1.0670783
Mean	-4.7914061 × 10¹⁷
Median Absolute Deviation (MAD)	3.8991701 × 10¹⁸
Skewness	0.20461948
Sum	1.7742764 × 10¹⁸
Variance	2.2732402 × 10³⁷
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.79918998 × 10¹⁸	152248	4.5%
-4.282466774 × 10¹⁸	149676	4.4%
2.02755365 × 10¹⁸	139659	4.1%
-2.088492412 × 10¹⁸	118291	3.5%
-1.288082279 × 10¹⁸	90584	2.7%
-5.162038176 × 10¹⁸	89256	2.6%
-6.57101047 × 10¹⁸	81067	2.4%
1.913477461 × 10¹⁸	78030	2.3%
9.703279769 × 10¹⁶	75951	2.2%
4.722913069 × 10¹⁸	68144	2.0%
Other values (45749)	2367389	69.4%

Value	Count	Frequency (%)
-9.222899436 × 10¹⁸	15	< 0.1%
-9.222232253 × 10¹⁸	2	< 0.1%
-9.220641188 × 10¹⁸	3	< 0.1%
-9.219256822 × 10¹⁸	4	< 0.1%
-9.218972161 × 10¹⁸	1	< 0.1%
-9.218357706 × 10¹⁸	1	< 0.1%
-9.218341 × 10¹⁸	29	< 0.1%
-9.218007809 × 10¹⁸	4	< 0.1%
-9.217865649 × 10¹⁸	1	< 0.1%
-9.217785961 × 10¹⁸	177	< 0.1%

Value	Count	Frequency (%)
9.222877123 × 10¹⁸	352	< 0.1%
9.222874645 × 10¹⁸	1	< 0.1%
9.222821118 × 10¹⁸	5	< 0.1%
9.222782455 × 10¹⁸	23	< 0.1%
9.222660741 × 10¹⁸	123	< 0.1%
9.222173967 × 10¹⁸	7	< 0.1%
9.220787458 × 10¹⁸	1	< 0.1%
9.220055689 × 10¹⁸	4	< 0.1%
9.219903649 × 10¹⁸	2	< 0.1%
9.219825771 × 10¹⁸	28	< 0.1%

merchant_mcc_code
Real number (ℝ)

High correlation

Distinct	109
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5558.5686

Minimum	1711
Maximum	9402
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	26.0 MiB

Quantile statistics

Minimum	1711
5-th percentile	4121
Q1	5300
median	5499
Q3	5812
95-th percentile	7538
Maximum	9402
Range	7691
Interquartile range (IQR)	512

Descriptive statistics

Standard deviation	880.57208
Coefficient of variation (CV)	0.15841706
Kurtosis	3.5252759
Mean	5558.5686
Median Absolute Deviation (MAD)	313
Skewness	1.1979504
Sum	1.8956359 × 10¹⁰
Variance	775407.19
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5411	406388	11.9%
5499	365779	10.7%
5541	358479	10.5%
5812	252661	7.4%
5912	197018	5.8%
4784	184974	5.4%
5300	155421	4.6%
4829	149676	4.4%
4121	138385	4.1%
7538	127353	3.7%
Other values (99)	1074161	31.5%

Value	Count	Frequency (%)
1711	797	< 0.1%
3000	761	< 0.1%
3001	808	< 0.1%
3005	114	< 0.1%
3006	85	< 0.1%
3007	93	< 0.1%
3008	110	< 0.1%
3009	99	< 0.1%
3058	785	< 0.1%
3066	686	< 0.1%

Value	Count	Frequency (%)
9402	24844	0.7%
8931	959	< 0.1%
8111	1783	0.1%
8099	3953	0.1%
8062	930	< 0.1%
8049	2676	0.1%
8043	4342	0.1%
8041	2704	0.1%
8021	8294	0.2%
8011	6307	0.2%

merchant_state
Text

Missing

Distinct	141
Distinct (%)	< 0.1%
Missing	428339
Missing (%)	12.6%
Memory size	26.0 MiB

Length

Max length	22
Median length	2
Mean length	2.0384164
Min length	2

Characters and Unicode

Total characters	6078468
Distinct characters	52
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	LA
2nd row	LA
3rd row	LA
4th row	LA
5th row	LA

Value	Count	Frequency (%)
ca	363298	12.2%
tx	249893	8.4%
ny	199160	6.7%
fl	185751	6.2%
oh	122747	4.1%
il	120400	4.0%
pa	115015	3.9%
nc	104236	3.5%
mi	89914	3.0%
ga	89031	3.0%
Other values (147)	1345629	45.1%

Most occurring characters

Value	Count	Frequency (%)
A	957971	15.8%
N	666398	11.0%
C	592476	9.7%
I	423162	7.0%
L	396857	6.5%
T	393080	6.5%
M	363886	6.0%
O	276848	4.6%
X	249893	4.1%
Y	244172	4.0%
Other values (42)	1513725	24.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	6078468	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	957971	15.8%
N	666398	11.0%
C	592476	9.7%
I	423162	7.0%
L	396857	6.5%
T	393080	6.5%
M	363886	6.0%
O	276848	4.6%
X	249893	4.1%
Y	244172	4.0%
Other values (42)	1513725	24.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	6078468	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	957971	15.8%
N	666398	11.0%
C	592476	9.7%
I	423162	7.0%
L	396857	6.5%
T	393080	6.5%
M	363886	6.0%
O	276848	4.6%
X	249893	4.1%
Y	244172	4.0%
Other values (42)	1513725	24.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	6078468	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	957971	15.8%
N	666398	11.0%
C	592476	9.7%
I	423162	7.0%
L	396857	6.5%
T	393080	6.5%
M	363886	6.0%
O	276848	4.6%
X	249893	4.1%
Y	244172	4.0%
Other values (42)	1513725	24.9%

merchant_zip
Real number (ℝ)

High correlation Missing

Distinct	19387
Distinct (%)	0.7%
Missing	449930
Missing (%)	13.2%
Infinite	0
Infinite (%)	0.0%
Mean	51070.572

Minimum	1001
Maximum	99840
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	26.0 MiB

Quantile statistics

Minimum	1001
5-th percentile	7306
Q1	28312
median	47341
Q3	77571
95-th percentile	95621
Maximum	99840
Range	98839
Interquartile range (IQR)	49259

Descriptive statistics

Standard deviation	29393.782
Coefficient of variation (CV)	0.57555224
Kurtosis	-1.2754833
Mean	51070.572
Median Absolute Deviation (MAD)	26601
Skewness	0.086279869
Sum	1.5118753 × 10¹¹
Variance	8.6399443 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
98516	7814	0.2%
75023	6786	0.2%
91606	6590	0.2%
87121	6425	0.2%
77056	5574	0.2%
94606	5546	0.2%
80013	5346	0.2%
40299	5206	0.2%
95687	5185	0.2%
29229	5110	0.1%
Other values (19377)	2900783	85.1%
(Missing)	449930	13.2%

Value	Count	Frequency (%)
1001	10	< 0.1%
1002	4	< 0.1%
1009	1	< 0.1%
1010	5	< 0.1%
1011	1	< 0.1%
1012	12	< 0.1%
1013	12	< 0.1%
1020	3	< 0.1%
1022	8	< 0.1%
1027	1	< 0.1%

Value	Count	Frequency (%)
99840	3	< 0.1%
99835	8	< 0.1%
99833	1	< 0.1%
99829	12	< 0.1%
99827	2	< 0.1%
99826	1	< 0.1%
99824	2	< 0.1%
99803	12	< 0.1%
99802	6	< 0.1%
99801	20	< 0.1%

transaction_amount
Real number (ℝ)

Distinct	50374
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	43.04289

Minimum	-500
Maximum	4804.21
Zeros	2695
Zeros (%)	0.1%
Negative	164835
Negative (%)	4.8%
Memory size	26.0 MiB

Quantile statistics

Minimum	-500
5-th percentile	0.13
Q1	9.08
median	29.25
Q3	63.1
95-th percentile	145.88
Maximum	4804.21
Range	5304.21
Interquartile range (IQR)	54.02

Descriptive statistics

Standard deviation	81.403066
Coefficient of variation (CV)	1.8912082
Kurtosis	95.108947
Mean	43.04289
Median Absolute Deviation (MAD)	24
Skewness	5.0927513
Sum	1.4678895 × 10⁸
Variance	6626.4591
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	33437	1.0%
100	31437	0.9%
60	25987	0.8%
120	19880	0.6%
40	14204	0.4%
140	11288	0.3%
20	8111	0.2%
160	5617	0.2%
50	3125	0.1%
54	3100	0.1%
Other values (50364)	3254109	95.4%

Value	Count	Frequency (%)
-500	47	< 0.1%
-499	57	< 0.1%
-498	50	< 0.1%
-497	53	< 0.1%
-496	46	< 0.1%
-495	48	< 0.1%
-494	46	< 0.1%
-493	53	< 0.1%
-492	57	< 0.1%
-491	42	< 0.1%

Value	Count	Frequency (%)
4804.21	1	< 0.1%
4645.71	1	< 0.1%
4633.43	1	< 0.1%
4077.18	1	< 0.1%
3865.86	1	< 0.1%
3752.4	1	< 0.1%
3679.33	1	< 0.1%
3677.13	1	< 0.1%
3524.62	1	< 0.1%
3523.13	1	< 0.1%

transaction_datetime
Date

Distinct	883198
Distinct (%)	25.9%
Missing	0
Missing (%)	0.0%
Memory size	26.0 MiB

Minimum	2015-01-01 00:01:00
Maximum	2016-12-31 23:59:00

Histogram with fixed size bins (bins=50)

transaction_error
Categorical

High correlation Imbalance Missing

Distinct	20
Distinct (%)	< 0.1%
Missing	3355771
Missing (%)	98.4%
Memory size	26.0 MiB

Insufficient Balance	33280
Bad PIN	8187
Technical Glitch	6875
Bad Card Number	2134
Bad Expiration	1764
Other values (15)	2284

Length

Max length	37
Median length	20
Mean length	16.744608
Min length	7

Characters and Unicode

Total characters	912983
Distinct characters	30
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Insufficient Balance
2nd row	Insufficient Balance
3rd row	Insufficient Balance
4th row	Insufficient Balance
5th row	Insufficient Balance

Common Values

Value	Count	Frequency (%)
Insufficient Balance	33280	1.0%
Bad PIN	8187	0.2%
Technical Glitch	6875	0.2%
Bad Card Number	2134	0.1%
Bad Expiration	1764	0.1%
Bad CVV	1740	0.1%
Bad Zipcode	282	< 0.1%
Bad PIN,Insufficient Balance	73	< 0.1%
Insufficient Balance,Technical Glitch	66	< 0.1%
Bad PIN,Technical Glitch	20	< 0.1%
Other values (10)	103	< 0.1%
(Missing)	3355771	98.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
balance	33411	30.0%
insufficient	33346	29.9%
bad	14303	12.8%
pin	8187	7.3%
glitch	6976	6.3%
technical	6875	6.2%
card	2182	2.0%
number	2134	1.9%
expiration	1777	1.6%
cvv	1757	1.6%
Other values (13)	544	0.5%

Most occurring characters

Value	Count	Frequency (%)
n	109213	12.0%
a	92251	10.1%
c	88166	9.7%
i	84802	9.3%
e	76396	8.4%
f	66954	7.3%
	56968	6.2%
B	47810	5.2%
l	47429	5.2%
t	42259	4.6%
Other values (20)	200735	22.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	912983	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	109213	12.0%
a	92251	10.1%
c	88166	9.7%
i	84802	9.3%
e	76396	8.4%
f	66954	7.3%
	56968	6.2%
B	47810	5.2%
l	47429	5.2%
t	42259	4.6%
Other values (20)	200735	22.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	912983	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	109213	12.0%
a	92251	10.1%
c	88166	9.7%
i	84802	9.3%
e	76396	8.4%
f	66954	7.3%
	56968	6.2%
B	47810	5.2%
l	47429	5.2%
t	42259	4.6%
Other values (20)	200735	22.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	912983	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	109213	12.0%
a	92251	10.1%
c	88166	9.7%
i	84802	9.3%
e	76396	8.4%
f	66954	7.3%
	56968	6.2%
B	47810	5.2%
l	47429	5.2%
t	42259	4.6%
Other values (20)	200735	22.0%

transaction_type
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	26.0 MiB

Chip Transaction	2401255
Swipe Transaction	583576
Online Transaction	425464

Length

Max length	18
Median length	16
Mean length	16.420639
Min length	16

Characters and Unicode

Total characters	55999224
Distinct characters	18
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Chip Transaction
2nd row	Chip Transaction
3rd row	Chip Transaction
4th row	Chip Transaction
5th row	Chip Transaction

Common Values

Value	Count	Frequency (%)
Chip Transaction	2401255	70.4%
Swipe Transaction	583576	17.1%
Online Transaction	425464	12.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
transaction	3410295	50.0%
chip	2401255	35.2%
swipe	583576	8.6%
online	425464	6.2%

Most occurring characters

Value	Count	Frequency (%)
n	7671518	13.7%
i	6820590	12.2%
a	6820590	12.2%
s	3410295	6.1%
t	3410295	6.1%
	3410295	6.1%
T	3410295	6.1%
r	3410295	6.1%
o	3410295	6.1%
c	3410295	6.1%
Other values (8)	10814461	19.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	55999224	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	7671518	13.7%
i	6820590	12.2%
a	6820590	12.2%
s	3410295	6.1%
t	3410295	6.1%
	3410295	6.1%
T	3410295	6.1%
r	3410295	6.1%
o	3410295	6.1%
c	3410295	6.1%
Other values (8)	10814461	19.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	55999224	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	7671518	13.7%
i	6820590	12.2%
a	6820590	12.2%
s	3410295	6.1%
t	3410295	6.1%
	3410295	6.1%
T	3410295	6.1%
r	3410295	6.1%
o	3410295	6.1%
c	3410295	6.1%
Other values (8)	10814461	19.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	55999224	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	7671518	13.7%
i	6820590	12.2%
a	6820590	12.2%
s	3410295	6.1%
t	3410295	6.1%
	3410295	6.1%
T	3410295	6.1%
r	3410295	6.1%
o	3410295	6.1%
c	3410295	6.1%
Other values (8)	10814461	19.3%

Interactions

Correlations

	customer_id	birth_month	birth_year	credit_card_count	credit_score	current_age	latitude	longitude	per_capita_income	retirement_age	total_debt	yearly_income	card_id	card_index	credit_limit	number_cards_issued	pin_last_changed_year	transaction_id	transaction_amount
customer_id	1.000	-0.037	-0.022	-0.007	0.047	0.023	0.042	0.014	-0.064	-0.019	-0.034	-0.054	1.000	-0.005	-0.039	-0.032	0.009	1.000	-0.010
birth_month	-0.037	1.000	0.000	-0.000	-0.047	-0.016	-0.059	-0.025	-0.015	0.022	-0.009	-0.006	-0.037	0.010	-0.004	0.012	-0.021	-0.037	-0.011
birth_year	-0.022	0.000	1.000	-0.386	0.006	-1.000	0.027	0.059	-0.019	0.020	0.361	0.110	-0.023	-0.227	0.034	-0.023	0.049	-0.023	0.003
credit_card_count	-0.007	-0.000	-0.386	1.000	0.269	0.386	-0.003	-0.068	0.011	0.161	-0.223	-0.043	-0.007	0.597	0.073	-0.073	-0.015	-0.008	-0.010
credit_score	0.047	-0.047	0.006	0.269	1.000	-0.005	0.038	-0.004	-0.044	0.160	-0.128	-0.041	0.047	0.167	0.048	-0.059	-0.015	0.047	-0.012
current_age	0.023	-0.016	-1.000	0.386	-0.005	1.000	-0.026	-0.059	0.019	-0.021	-0.361	-0.111	0.023	0.227	-0.034	0.023	-0.049	0.023	-0.003
latitude	0.042	-0.059	0.027	-0.003	0.038	-0.026	1.000	0.139	0.119	-0.006	0.027	0.113	0.042	-0.019	0.082	-0.032	0.014	0.043	0.008
longitude	0.014	-0.025	0.059	-0.068	-0.004	-0.059	0.139	1.000	0.038	0.002	0.038	0.064	0.014	-0.050	0.034	0.009	0.033	0.013	0.013
per_capita_income	-0.064	-0.015	-0.019	0.011	-0.044	0.019	0.119	0.038	1.000	-0.053	0.447	0.952	-0.063	0.003	0.587	-0.004	-0.012	-0.064	0.101
retirement_age	-0.019	0.022	0.020	0.161	0.160	-0.021	-0.006	0.002	-0.053	1.000	-0.051	-0.024	-0.020	0.113	0.012	-0.080	-0.003	-0.021	-0.007
total_debt	-0.034	-0.009	0.361	-0.223	-0.128	-0.361	0.027	0.038	0.447	-0.051	1.000	0.514	-0.034	-0.123	0.253	0.026	-0.009	-0.034	0.048
yearly_income	-0.054	-0.006	0.110	-0.043	-0.041	-0.111	0.113	0.064	0.952	-0.024	0.514	1.000	-0.054	-0.027	0.557	-0.004	-0.006	-0.055	0.100
card_id	1.000	-0.037	-0.023	-0.007	0.047	0.023	0.042	0.014	-0.063	-0.020	-0.034	-0.054	1.000	-0.004	-0.039	-0.032	0.009	1.000	-0.011
card_index	-0.005	0.010	-0.227	0.597	0.167	0.227	-0.019	-0.050	0.003	0.113	-0.123	-0.027	-0.004	1.000	0.013	-0.007	-0.016	-0.004	-0.005
credit_limit	-0.039	-0.004	0.034	0.073	0.048	-0.034	0.082	0.034	0.587	0.012	0.253	0.557	-0.039	0.013	1.000	-0.083	-0.022	-0.039	0.063
number_cards_issued	-0.032	0.012	-0.023	-0.073	-0.059	0.023	-0.032	0.009	-0.004	-0.080	0.026	-0.004	-0.032	-0.007	-0.083	1.000	0.029	-0.031	0.004
pin_last_changed_year	0.009	-0.021	0.049	-0.015	-0.015	-0.049	0.014	0.033	-0.012	-0.003	-0.009	-0.006	0.009	-0.016	-0.022	0.029	1.000	0.008	0.006
transaction_id	1.000	-0.037	-0.023	-0.008	0.047	0.023	0.043	0.013	-0.064	-0.021	-0.034	-0.055	1.000	-0.004	-0.039	-0.031	0.008	1.000	-0.011
transaction_amount	-0.010	-0.011	0.003	-0.010	-0.012	-0.003	0.008	0.013	0.101	-0.007	0.048	0.100	-0.011	-0.005	0.063	0.004	0.006	-0.011	1.000

	customer_id	birth_month	birth_year	credit_card_count	credit_score	current_age	latitude	longitude	per_capita_income	retirement_age	total_debt	yearly_income	card_id	card_index	credit_limit	number_cards_issued	pin_last_changed_year	transaction_id	transaction_amount
customer_id	1.000	-0.037	-0.028	-0.011	0.043	0.028	0.039	0.017	-0.068	-0.021	-0.030	-0.061	1.000	-0.007	-0.034	-0.032	0.015	1.000	-0.017
birth_month	-0.037	1.000	0.005	-0.005	-0.046	-0.021	-0.051	-0.009	0.009	0.015	-0.008	0.002	-0.037	0.009	0.015	0.015	-0.022	-0.037	-0.014
birth_year	-0.028	0.005	1.000	-0.361	0.002	-1.000	0.012	0.026	0.014	0.028	0.388	0.179	-0.028	-0.180	0.052	-0.028	0.058	-0.028	0.009
credit_card_count	-0.011	-0.005	-0.361	1.000	0.256	0.360	-0.009	-0.056	-0.000	0.170	-0.243	-0.058	-0.011	0.563	0.067	-0.069	-0.017	-0.011	-0.027
credit_score	0.043	-0.046	0.002	0.256	1.000	-0.002	0.043	-0.012	-0.012	0.148	-0.115	-0.006	0.043	0.165	0.067	-0.067	-0.017	0.043	-0.020
current_age	0.028	-0.021	-1.000	0.360	-0.002	1.000	-0.012	-0.027	-0.014	-0.029	-0.387	-0.180	0.028	0.180	-0.052	0.028	-0.058	0.028	-0.009
latitude	0.039	-0.051	0.012	-0.009	0.043	-0.012	1.000	0.241	0.179	-0.007	0.015	0.170	0.039	-0.016	0.098	-0.030	0.013	0.039	0.005
longitude	0.017	-0.009	0.026	-0.056	-0.012	-0.027	0.241	1.000	0.112	-0.043	0.052	0.135	0.017	-0.035	0.069	0.005	0.024	0.017	0.023
per_capita_income	-0.068	0.009	0.014	-0.000	-0.012	-0.014	0.179	0.112	1.000	-0.038	0.324	0.919	-0.068	-0.008	0.493	-0.018	-0.001	-0.068	0.115
retirement_age	-0.021	0.015	0.028	0.170	0.148	-0.029	-0.007	-0.043	-0.038	1.000	-0.030	0.001	-0.021	0.130	0.039	-0.082	-0.012	-0.021	-0.006
total_debt	-0.030	-0.008	0.388	-0.243	-0.115	-0.387	0.015	0.052	0.324	-0.030	1.000	0.437	-0.030	-0.144	0.154	0.031	-0.005	-0.030	0.045
yearly_income	-0.061	0.002	0.179	-0.058	-0.006	-0.180	0.170	0.135	0.919	0.001	0.437	1.000	-0.061	-0.037	0.459	-0.020	0.007	-0.061	0.107
card_id	1.000	-0.037	-0.028	-0.011	0.043	0.028	0.039	0.017	-0.068	-0.021	-0.030	-0.061	1.000	-0.006	-0.034	-0.032	0.015	1.000	-0.017
card_index	-0.007	0.009	-0.180	0.563	0.165	0.180	-0.016	-0.035	-0.008	0.130	-0.144	-0.037	-0.006	1.000	0.008	-0.009	-0.009	-0.006	-0.017
credit_limit	-0.034	0.015	0.052	0.067	0.067	-0.052	0.098	0.069	0.493	0.039	0.154	0.459	-0.034	0.008	1.000	-0.104	-0.021	-0.034	0.072
number_cards_issued	-0.032	0.015	-0.028	-0.069	-0.067	0.028	-0.030	0.005	-0.018	-0.082	0.031	-0.020	-0.032	-0.009	-0.104	1.000	0.028	-0.032	0.008
pin_last_changed_year	0.015	-0.022	0.058	-0.017	-0.017	-0.058	0.013	0.024	-0.001	-0.012	-0.005	0.007	0.015	-0.009	-0.021	0.028	1.000	0.015	-0.001
transaction_id	1.000	-0.037	-0.028	-0.011	0.043	0.028	0.039	0.017	-0.068	-0.021	-0.030	-0.061	1.000	-0.006	-0.034	-0.032	0.015	1.000	-0.017
transaction_amount	-0.017	-0.014	0.009	-0.027	-0.020	-0.009	0.005	0.023	0.115	-0.006	0.045	0.107	-0.017	-0.017	0.072	0.008	-0.001	-0.017	1.000

	customer_id	birth_month	birth_year	credit_card_count	credit_score	current_age	latitude	longitude	per_capita_income	retirement_age	total_debt	yearly_income	card_id	card_index	credit_limit	number_cards_issued	pin_last_changed_year	transaction_id	transaction_amount
customer_id	1.000	-0.026	-0.019	-0.008	0.028	0.020	0.026	0.011	-0.045	-0.015	-0.020	-0.041	1.000	-0.005	-0.023	-0.026	0.011	1.000	-0.011
birth_month	-0.026	1.000	0.003	-0.003	-0.032	-0.014	-0.035	-0.006	0.006	0.011	-0.006	0.001	-0.026	0.007	0.011	0.012	-0.016	-0.026	-0.010
birth_year	-0.019	0.003	1.000	-0.269	0.002	-0.995	0.008	0.017	0.010	0.020	0.273	0.121	-0.019	-0.136	0.035	-0.023	0.042	-0.019	0.006
credit_card_count	-0.008	-0.003	-0.269	1.000	0.187	0.268	-0.007	-0.041	-0.000	0.128	-0.179	-0.042	-0.008	0.489	0.049	-0.060	-0.013	-0.008	-0.020
credit_score	0.028	-0.032	0.002	0.187	1.000	-0.002	0.029	-0.007	-0.008	0.102	-0.078	-0.004	0.028	0.123	0.044	-0.054	-0.012	0.028	-0.013
current_age	0.020	-0.014	-0.995	0.268	-0.002	1.000	-0.007	-0.018	-0.010	-0.021	-0.272	-0.122	0.020	0.135	-0.036	0.023	-0.042	0.020	-0.006
latitude	0.026	-0.035	0.008	-0.007	0.029	-0.007	1.000	0.160	0.119	-0.005	0.009	0.112	0.026	-0.012	0.066	-0.025	0.009	0.026	0.003
longitude	0.011	-0.006	0.017	-0.041	-0.007	-0.018	0.160	1.000	0.078	-0.030	0.036	0.094	0.011	-0.026	0.047	0.004	0.017	0.011	0.015
per_capita_income	-0.045	0.006	0.010	-0.000	-0.008	-0.010	0.119	0.078	1.000	-0.026	0.231	0.850	-0.045	-0.006	0.352	-0.014	-0.001	-0.045	0.077
retirement_age	-0.015	0.011	0.020	0.128	0.102	-0.021	-0.005	-0.030	-0.026	1.000	-0.021	0.002	-0.015	0.101	0.027	-0.070	-0.008	-0.015	-0.004
total_debt	-0.020	-0.006	0.273	-0.179	-0.078	-0.272	0.009	0.036	0.231	-0.021	1.000	0.319	-0.020	-0.108	0.105	0.026	-0.003	-0.020	0.030
yearly_income	-0.041	0.001	0.121	-0.042	-0.004	-0.122	0.112	0.094	0.850	0.002	0.319	1.000	-0.041	-0.028	0.326	-0.017	0.005	-0.041	0.072
card_id	1.000	-0.026	-0.019	-0.008	0.028	0.020	0.026	0.011	-0.045	-0.015	-0.020	-0.041	1.000	-0.004	-0.023	-0.026	0.011	1.000	-0.011
card_index	-0.005	0.007	-0.136	0.489	0.123	0.135	-0.012	-0.026	-0.006	0.101	-0.108	-0.028	-0.004	1.000	0.006	-0.008	-0.007	-0.004	-0.012
credit_limit	-0.023	0.011	0.035	0.049	0.044	-0.036	0.066	0.047	0.352	0.027	0.105	0.326	-0.023	0.006	1.000	-0.085	-0.015	-0.023	0.048
number_cards_issued	-0.026	0.012	-0.023	-0.060	-0.054	0.023	-0.025	0.004	-0.014	-0.070	0.026	-0.017	-0.026	-0.008	-0.085	1.000	0.024	-0.026	0.007
pin_last_changed_year	0.011	-0.016	0.042	-0.013	-0.012	-0.042	0.009	0.017	-0.001	-0.008	-0.003	0.005	0.011	-0.007	-0.015	0.024	1.000	0.011	-0.001
transaction_id	1.000	-0.026	-0.019	-0.008	0.028	0.020	0.026	0.011	-0.045	-0.015	-0.020	-0.041	1.000	-0.004	-0.023	-0.026	0.011	1.000	-0.011
transaction_amount	-0.011	-0.010	0.006	-0.020	-0.013	-0.006	0.003	0.015	0.077	-0.004	0.030	0.072	-0.011	-0.012	0.048	0.007	-0.001	-0.011	1.000

	customer_id	birth_month	birth_year	credit_card_count	credit_score	current_age	gender	latitude	longitude	per_capita_income	retirement_age	total_debt	yearly_income	card_id	card_brand	card_index	card_number	card_type	credit_limit	cvv_code	has_chip	number_cards_issued	pin_last_changed_year	transaction_id	fraud_detected	merchant_id	merchant_mcc_code	merchant_zip	transaction_amount	transaction_error	transaction_type
customer_id	1.000	0.259	0.259	0.179	0.286	0.261	0.129	0.177	0.165	0.208	0.270	0.196	0.294	0.999	0.098	0.089	0.106	0.093	0.143	0.170	0.062	0.109	0.208	0.999	0.003	0.083	0.045	0.231	0.029	0.046	0.056
birth_month	0.259	1.000	0.257	0.176	0.297	0.244	0.093	0.171	0.179	0.207	0.281	0.208	0.289	0.254	0.135	0.077	0.138	0.093	0.133	0.212	0.047	0.094	0.205	0.264	0.007	0.096	0.060	0.254	0.038	0.050	0.067
birth_year	0.259	0.257	1.000	0.395	0.282	0.999	0.116	0.254	0.267	0.195	0.243	0.383	0.358	0.258	0.108	0.258	0.105	0.063	0.120	0.195	0.060	0.099	0.256	0.259	0.013	0.098	0.076	0.272	0.042	0.070	0.074
credit_card_count	0.179	0.176	0.395	1.000	0.303	0.374	0.105	0.177	0.277	0.194	0.273	0.347	0.182	0.182	0.096	0.793	0.101	0.108	0.194	0.139	0.068	0.165	0.107	0.185	0.016	0.055	0.090	0.167	0.033	0.052	0.092
credit_score	0.286	0.297	0.282	0.303	1.000	0.258	0.073	0.186	0.180	0.243	0.391	0.281	0.364	0.271	0.121	0.175	0.128	0.087	0.128	0.189	0.076	0.146	0.212	0.277	0.007	0.086	0.065	0.240	0.039	0.121	0.091
current_age	0.261	0.244	0.999	0.374	0.258	1.000	0.127	0.223	0.230	0.192	0.236	0.385	0.364	0.260	0.108	0.233	0.103	0.056	0.122	0.197	0.057	0.101	0.256	0.259	0.013	0.092	0.077	0.285	0.033	0.068	0.067
gender	0.129	0.093	0.116	0.105	0.073	0.127	1.000	0.067	0.057	0.102	0.075	0.118	0.084	0.150	0.039	0.052	0.055	0.012	0.037	0.090	0.027	0.018	0.094	0.178	0.000	0.043	0.016	0.051	0.002	0.023	0.013
latitude	0.177	0.171	0.254	0.177	0.186	0.223	0.067	1.000	0.836	0.332	0.149	0.149	0.210	0.176	0.073	0.119	0.081	0.040	0.125	0.134	0.062	0.064	0.129	0.175	0.006	0.066	0.054	0.685	0.016	0.063	0.066
longitude	0.165	0.179	0.267	0.277	0.180	0.230	0.057	0.836	1.000	0.246	0.241	0.225	0.258	0.167	0.067	0.183	0.090	0.094	0.217	0.118	0.065	0.115	0.113	0.160	0.007	0.107	0.081	0.835	0.032	0.055	0.115
per_capita_income	0.208	0.207	0.195	0.194	0.243	0.192	0.102	0.332	0.246	1.000	0.232	0.587	0.943	0.205	0.109	0.086	0.102	0.074	0.667	0.123	0.053	0.046	0.109	0.207	0.005	0.065	0.077	0.241	0.068	0.097	0.081
retirement_age	0.270	0.281	0.243	0.273	0.391	0.236	0.075	0.149	0.241	0.232	1.000	0.248	0.296	0.269	0.113	0.152	0.117	0.104	0.194	0.171	0.055	0.211	0.193	0.267	0.006	0.084	0.059	0.266	0.024	0.046	0.061
total_debt	0.196	0.208	0.383	0.347	0.281	0.385	0.118	0.149	0.225	0.587	0.248	1.000	0.665	0.190	0.108	0.209	0.134	0.131	0.488	0.151	0.104	0.150	0.166	0.191	0.007	0.069	0.074	0.187	0.034	0.070	0.110
yearly_income	0.294	0.289	0.358	0.182	0.364	0.364	0.084	0.210	0.258	0.943	0.296	0.665	1.000	0.292	0.104	0.100	0.122	0.088	0.670	0.187	0.070	0.078	0.181	0.293	0.008	0.088	0.063	0.337	0.090	0.126	0.084
card_id	0.999	0.254	0.258	0.182	0.271	0.260	0.150	0.176	0.167	0.205	0.269	0.190	0.292	1.000	0.098	0.089	0.102	0.086	0.138	0.171	0.064	0.112	0.211	1.000	0.003	0.087	0.051	0.239	0.034	0.053	0.063
card_brand	0.098	0.135	0.108	0.096	0.121	0.108	0.039	0.073	0.067	0.109	0.113	0.108	0.104	0.098	1.000	0.082	0.991	0.363	0.143	0.091	0.054	0.027	0.106	0.098	0.003	0.029	0.028	0.073	0.053	0.148	0.018
card_index	0.089	0.077	0.258	0.793	0.175	0.233	0.052	0.119	0.183	0.086	0.152	0.209	0.100	0.089	0.082	1.000	0.092	0.108	0.179	0.097	0.047	0.080	0.109	0.094	0.010	0.031	0.050	0.083	0.019	0.015	0.067
card_number	0.106	0.138	0.105	0.101	0.128	0.103	0.055	0.081	0.090	0.102	0.117	0.134	0.122	0.102	0.991	0.092	1.000	0.639	0.145	0.108	0.057	0.090	0.121	0.104	0.003	0.032	0.031	0.091	0.047	0.111	0.051
card_type	0.093	0.093	0.063	0.108	0.087	0.056	0.012	0.040	0.094	0.074	0.104	0.131	0.088	0.086	0.363	0.108	0.639	1.000	0.565	0.097	0.010	0.075	0.098	0.081	0.004	0.041	0.128	0.067	0.144	0.319	0.040
credit_limit	0.143	0.133	0.120	0.194	0.128	0.122	0.037	0.125	0.217	0.667	0.194	0.488	0.670	0.138	0.143	0.179	0.145	0.565	1.000	0.137	0.057	0.159	0.131	0.131	0.005	0.041	0.065	0.160	0.034	0.089	0.077
cvv_code	0.170	0.212	0.195	0.139	0.189	0.197	0.090	0.134	0.118	0.123	0.171	0.151	0.187	0.171	0.091	0.097	0.108	0.097	0.137	1.000	0.057	0.125	0.211	0.180	0.006	0.068	0.028	0.165	0.021	0.028	0.053
has_chip	0.062	0.047	0.060	0.068	0.076	0.057	0.027	0.062	0.065	0.053	0.055	0.104	0.070	0.064	0.054	0.047	0.057	0.010	0.057	0.057	1.000	0.016	0.064	0.068	0.004	0.035	0.021	0.080	0.018	0.000	0.409
number_cards_issued	0.109	0.094	0.099	0.165	0.146	0.101	0.018	0.064	0.115	0.046	0.211	0.150	0.078	0.112	0.027	0.080	0.090	0.075	0.159	0.125	0.016	1.000	0.144	0.108	0.000	0.033	0.032	0.095	0.018	0.000	0.045
pin_last_changed_year	0.208	0.205	0.256	0.107	0.212	0.256	0.094	0.129	0.113	0.109	0.193	0.166	0.181	0.211	0.106	0.109	0.121	0.098	0.131	0.211	0.064	0.144	1.000	0.209	0.006	0.060	0.040	0.165	0.027	0.051	0.052
transaction_id	0.999	0.264	0.259	0.185	0.277	0.259	0.178	0.175	0.160	0.207	0.267	0.191	0.293	1.000	0.098	0.094	0.104	0.081	0.131	0.180	0.068	0.108	0.209	1.000	0.004	0.086	0.051	0.233	0.034	0.057	0.067
fraud_detected	0.003	0.007	0.013	0.016	0.007	0.013	0.000	0.006	0.007	0.005	0.006	0.007	0.008	0.003	0.003	0.010	0.003	0.004	0.005	0.006	0.004	0.000	0.006	0.004	1.000	0.013	0.038	0.004	0.043	0.168	0.060
merchant_id	0.083	0.096	0.098	0.055	0.086	0.092	0.043	0.066	0.107	0.065	0.084	0.069	0.088	0.087	0.029	0.031	0.032	0.041	0.041	0.068	0.035	0.033	0.060	0.086	0.013	1.000	0.410	0.117	0.155	0.342	0.398
merchant_mcc_code	0.045	0.060	0.076	0.090	0.065	0.077	0.016	0.054	0.081	0.077	0.059	0.074	0.063	0.051	0.028	0.050	0.031	0.128	0.065	0.028	0.021	0.032	0.040	0.051	0.038	0.410	1.000	0.073	0.403	0.440	0.747
merchant_zip	0.231	0.254	0.272	0.167	0.240	0.285	0.051	0.685	0.835	0.241	0.266	0.187	0.337	0.239	0.073	0.083	0.091	0.067	0.160	0.165	0.080	0.095	0.165	0.233	0.004	0.117	0.073	1.000	0.052	0.028	0.057
transaction_amount	0.029	0.038	0.042	0.033	0.039	0.033	0.002	0.016	0.032	0.068	0.024	0.034	0.090	0.034	0.053	0.019	0.047	0.144	0.034	0.021	0.018	0.018	0.027	0.034	0.043	0.155	0.403	0.052	1.000	0.332	0.089
transaction_error	0.046	0.050	0.070	0.052	0.121	0.068	0.023	0.063	0.055	0.097	0.046	0.070	0.126	0.053	0.148	0.015	0.111	0.319	0.089	0.028	0.000	0.000	0.051	0.057	0.168	0.342	0.440	0.028	0.332	1.000	0.721
transaction_type	0.056	0.067	0.074	0.092	0.091	0.067	0.013	0.066	0.115	0.081	0.061	0.110	0.084	0.063	0.018	0.067	0.051	0.040	0.077	0.053	0.409	0.045	0.052	0.067	0.060	0.398	0.747	0.057	0.089	0.721	1.000

	birth_month	birth_year	card_brand	card_id	card_index	card_number	card_type	credit_card_count	credit_limit	credit_score	current_age	customer_id	cvv_code	fraud_detected	gender	has_chip	latitude	longitude	merchant_id	merchant_mcc_code	merchant_zip	number_cards_issued	per_capita_income	pin_last_changed_year	retirement_age	total_debt	transaction_amount	transaction_error	transaction_id	transaction_type	yearly_income
birth_month	1.000	0.005	0.081	-0.037	0.009	0.011	0.055	-0.005	0.015	-0.046	-0.021	-0.037	-0.007	0.006	0.071	0.036	-0.051	-0.009	-0.012	-0.017	0.009	0.056	0.009	-0.022	0.015	-0.008	-0.014	0.016	-0.037	0.039	0.002
birth_year	0.005	1.000	0.065	-0.028	-0.180	0.004	0.034	-0.361	0.052	0.002	-1.000	-0.028	-0.031	0.010	0.088	0.047	0.012	0.026	-0.002	-0.003	-0.022	0.059	0.014	0.058	0.028	0.388	0.009	0.022	-0.028	0.042	0.179
card_brand	0.081	0.065	1.000	0.059	0.052	0.999	0.352	0.062	0.092	0.072	0.065	0.059	0.564	0.002	0.026	0.036	0.033	0.043	0.338	0.048	0.598	0.025	0.049	0.064	0.068	0.069	0.032	0.071	0.059	0.017	0.062
card_id	-0.037	-0.028	0.059	1.000	-0.006	0.003	0.051	-0.011	-0.034	0.043	0.028	1.000	-0.028	0.002	0.115	0.049	0.039	0.017	0.016	0.014	-0.028	0.067	-0.068	0.015	-0.021	-0.030	-0.017	0.017	1.000	0.038	-0.061
card_index	0.009	-0.180	0.052	-0.006	1.000	-0.037	0.047	0.563	0.008	0.165	0.180	-0.007	0.002	0.010	0.052	0.047	-0.016	-0.035	0.016	0.022	0.035	0.035	-0.008	-0.009	0.130	-0.144	-0.017	0.006	-0.006	0.029	-0.037
card_number	0.011	0.004	0.999	0.003	-0.037	1.000	0.999	-0.023	0.011	0.014	-0.004	0.003	0.001	0.121	0.999	0.999	-0.004	-0.015	-0.005	0.005	0.014	0.999	-0.041	0.037	-0.040	-0.021	-0.029	0.101	0.003	0.562	-0.035
card_type	0.055	0.034	0.352	0.051	0.047	0.999	1.000	0.047	0.299	0.051	0.033	0.055	0.562	0.007	0.020	0.016	0.025	0.042	0.334	0.094	0.588	0.022	0.046	0.058	0.062	0.058	0.086	0.177	0.048	0.012	0.052
credit_card_count	-0.005	-0.361	0.062	-0.011	0.563	-0.023	0.047	1.000	0.067	0.256	0.360	-0.011	0.024	0.016	0.105	0.068	-0.009	-0.056	0.032	0.024	0.057	0.073	-0.000	-0.017	0.170	-0.243	-0.027	0.021	-0.011	0.040	-0.058
credit_limit	0.015	0.052	0.092	-0.034	0.008	0.011	0.299	0.067	1.000	0.067	-0.052	-0.034	0.025	0.005	0.037	0.057	0.098	0.069	-0.006	-0.014	-0.057	0.070	0.493	-0.021	0.039	0.154	0.072	0.035	-0.034	0.034	0.459
credit_score	-0.046	0.002	0.072	0.043	0.165	0.014	0.051	0.256	0.067	1.000	-0.002	0.043	-0.004	0.005	0.057	0.059	0.043	-0.012	0.004	0.019	0.007	0.087	-0.012	-0.017	0.148	-0.115	-0.020	0.038	0.043	0.054	-0.006
current_age	-0.021	-1.000	0.065	0.028	0.180	-0.004	0.033	0.360	-0.052	-0.002	1.000	0.028	0.030	0.010	0.097	0.044	-0.012	-0.027	0.002	0.003	0.023	0.060	-0.014	-0.058	-0.029	-0.387	-0.009	0.022	0.028	0.040	-0.180
customer_id	-0.037	-0.028	0.059	1.000	-0.007	0.003	0.055	-0.011	-0.034	0.043	0.028	1.000	-0.028	0.002	0.099	0.047	0.039	0.017	0.016	0.014	-0.028	0.065	-0.068	0.015	-0.021	-0.030	-0.017	0.014	1.000	0.033	-0.061
cvv_code	-0.007	-0.031	0.564	-0.028	0.002	0.001	0.562	0.024	0.025	-0.004	0.030	-0.028	1.000	0.050	0.568	0.566	0.013	-0.000	0.017	0.010	0.004	0.580	0.001	-0.006	-0.024	-0.009	-0.002	0.068	-0.028	0.327	-0.005
fraud_detected	0.006	0.010	0.002	0.002	0.010	0.121	0.007	0.016	0.005	0.005	0.010	0.002	0.050	1.000	0.000	0.002	0.004	0.007	0.315	0.180	0.507	0.001	0.004	0.005	0.005	0.007	0.033	0.132	0.003	0.099	0.006
gender	0.071	0.088	0.026	0.115	0.052	0.999	0.020	0.105	0.037	0.057	0.097	0.099	0.568	0.000	1.000	0.017	0.050	0.058	0.453	0.045	0.847	0.030	0.077	0.072	0.057	0.118	0.001	0.019	0.136	0.021	0.064
has_chip	0.036	0.047	0.036	0.049	0.047	0.999	0.016	0.068	0.057	0.059	0.044	0.047	0.566	0.002	0.017	1.000	0.046	0.065	0.337	0.039	0.618	0.026	0.040	0.049	0.042	0.103	0.014	0.000	0.052	0.642	0.053
latitude	-0.051	0.012	0.033	0.039	-0.016	-0.004	0.025	-0.009	0.098	0.043	-0.012	0.039	0.013	0.004	0.050	0.046	1.000	0.241	0.021	0.010	-0.202	0.040	0.179	0.013	-0.007	0.015	0.005	0.025	0.039	0.042	0.170
longitude	-0.009	0.026	0.043	0.017	-0.035	-0.015	0.042	-0.056	0.069	-0.012	-0.027	0.017	-0.000	0.007	0.058	0.065	0.241	1.000	0.012	-0.006	-0.903	0.050	0.112	0.024	-0.043	0.052	0.023	0.022	0.017	0.051	0.135
merchant_id	-0.012	-0.002	0.338	0.016	0.016	-0.005	0.334	0.032	-0.006	0.004	0.002	0.016	0.017	0.315	0.453	0.337	0.021	0.012	1.000	0.040	-0.007	0.320	-0.011	0.004	-0.000	0.004	-0.021	0.000	0.016	0.761	-0.005
merchant_mcc_code	-0.017	-0.003	0.048	0.014	0.022	0.005	0.094	0.024	-0.014	0.019	0.003	0.014	0.010	0.180	0.045	0.039	0.010	-0.006	0.040	1.000	-0.023	0.031	-0.027	0.001	0.017	-0.010	-0.135	0.166	0.014	0.599	-0.017
merchant_zip	0.009	-0.022	0.598	-0.028	0.035	0.014	0.588	0.057	-0.057	0.007	0.023	-0.028	0.004	0.507	0.847	0.618	-0.202	-0.903	-0.007	-0.023	1.000	0.587	-0.083	-0.019	0.027	-0.041	-0.016	0.084	-0.028	0.566	-0.100
number_cards_issued	0.056	0.059	0.025	0.067	0.035	0.999	0.022	0.073	0.070	0.087	0.060	0.065	0.580	0.001	0.030	0.026	0.040	0.050	0.320	0.031	0.587	1.000	0.029	0.086	0.128	0.066	0.011	0.000	0.064	0.013	0.046
per_capita_income	0.009	0.014	0.049	-0.068	-0.008	-0.041	0.046	-0.000	0.493	-0.012	-0.014	-0.068	0.001	0.004	0.077	0.040	0.179	0.112	-0.011	-0.027	-0.083	0.029	1.000	-0.001	-0.038	0.324	0.115	0.039	-0.068	0.051	0.919
pin_last_changed_year	-0.022	0.058	0.064	0.015	-0.009	0.037	0.058	-0.017	-0.021	-0.017	-0.058	0.015	-0.006	0.005	0.072	0.049	0.013	0.024	0.004	0.001	-0.019	0.086	-0.001	1.000	-0.012	-0.005	-0.001	0.016	0.015	0.031	0.007
retirement_age	0.015	0.028	0.068	-0.021	0.130	-0.040	0.062	0.170	0.039	0.148	-0.029	-0.021	-0.024	0.005	0.057	0.042	-0.007	-0.043	-0.000	0.017	0.027	0.128	-0.038	-0.012	1.000	-0.030	-0.006	0.015	-0.021	0.036	0.001
total_debt	-0.008	0.388	0.069	-0.030	-0.144	-0.021	0.058	-0.243	0.154	-0.115	-0.387	-0.030	-0.009	0.007	0.118	0.103	0.015	0.052	0.004	-0.010	-0.041	0.066	0.324	-0.005	-0.030	1.000	0.045	0.028	-0.030	0.048	0.437
transaction_amount	-0.014	0.009	0.032	-0.017	-0.017	-0.029	0.086	-0.027	0.072	-0.020	-0.009	-0.017	-0.002	0.033	0.001	0.014	0.005	0.023	-0.021	-0.135	-0.016	0.011	0.115	-0.001	-0.006	0.045	1.000	0.161	-0.017	0.053	0.107
transaction_error	0.016	0.022	0.071	0.017	0.006	0.101	0.177	0.021	0.035	0.038	0.022	0.014	0.068	0.132	0.019	0.000	0.025	0.022	0.000	0.166	0.084	0.000	0.039	0.016	0.015	0.028	0.161	1.000	0.018	0.519	0.040
transaction_id	-0.037	-0.028	0.059	1.000	-0.006	0.003	0.048	-0.011	-0.034	0.043	0.028	1.000	-0.028	0.003	0.136	0.052	0.039	0.017	0.016	0.014	-0.028	0.064	-0.068	0.015	-0.021	-0.030	-0.017	0.018	1.000	0.040	-0.061
transaction_type	0.039	0.042	0.017	0.038	0.029	0.562	0.012	0.040	0.034	0.054	0.040	0.033	0.327	0.099	0.021	0.642	0.042	0.051	0.761	0.599	0.566	0.013	0.051	0.031	0.036	0.048	0.053	0.519	0.040	1.000	0.050
yearly_income	0.002	0.179	0.062	-0.061	-0.037	-0.035	0.052	-0.058	0.459	-0.006	-0.180	-0.061	-0.005	0.006	0.064	0.053	0.170	0.135	-0.005	-0.017	-0.100	0.046	0.919	0.007	0.001	0.437	0.107	0.040	-0.061	0.050	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	customer_id	address	birth_month	birth_year	credit_card_count	credit_score	current_age	email	first_name	gender	last_name	latitude	longitude	per_capita_income	retirement_age	total_debt	yearly_income	card_id	account_open_date	card_brand	card_expiration_date	card_index	card_number	card_on_dark_web	card_type	credit_limit	cvv_code	has_chip	number_cards_issued	pin_last_changed_year	transaction_id	fraud_detected	merchant_city	merchant_id	merchant_mcc_code	merchant_state	merchant_zip	transaction_amount	transaction_datetime	transaction_error	transaction_type
0	1990	295 West Avenue, Bienville, LA 71008	2	1953	6	811	67	jaziel.howard@example.com	Jaziel	Male	Howard	32.36	-92.97	16760.0	69	71366.0	34172.0	6117	2009-04-01	Mastercard	2024-03-01	2	5692198759214977	False	Credit	11400.0	761	True	2	2010	48682211	False	Coushatta	-2472481739355111587	7538	LA	71019	50.76	2016-06-21 13:19:00	None	Chip Transaction
1	1990	295 West Avenue, Bienville, LA 71008	2	1953	6	811	67	jaziel.howard@example.com	Jaziel	Male	Howard	32.36	-92.97	16760.0	69	71366.0	34172.0	6117	2009-04-01	Mastercard	2024-03-01	2	5692198759214977	False	Credit	11400.0	761	True	2	2010	48682212	False	Blanchard	6135208568923449408	9402	LA	71009	23.14	2016-06-22 08:47:00	None	Chip Transaction
2	1990	295 West Avenue, Bienville, LA 71008	2	1953	6	811	67	jaziel.howard@example.com	Jaziel	Male	Howard	32.36	-92.97	16760.0	69	71366.0	34172.0	6117	2009-04-01	Mastercard	2024-03-01	2	5692198759214977	False	Credit	11400.0	761	True	2	2010	48682213	False	Bienville	7667958022834696787	5411	LA	71008	95.63	2016-06-25 11:05:00	None	Chip Transaction
3	1990	295 West Avenue, Bienville, LA 71008	2	1953	6	811	67	jaziel.howard@example.com	Jaziel	Male	Howard	32.36	-92.97	16760.0	69	71366.0	34172.0	6117	2009-04-01	Mastercard	2024-03-01	2	5692198759214977	False	Credit	11400.0	761	True	2	2010	48682214	False	Cotton Valley	-7371113205801613503	5812	LA	71018	38.84	2016-06-25 18:36:00	None	Chip Transaction
4	1990	295 West Avenue, Bienville, LA 71008	2	1953	6	811	67	jaziel.howard@example.com	Jaziel	Male	Howard	32.36	-92.97	16760.0	69	71366.0	34172.0	6117	2009-04-01	Mastercard	2024-03-01	2	5692198759214977	False	Credit	11400.0	761	True	2	2010	48682215	False	Coushatta	-8733402887366759764	5814	LA	71019	64.19	2016-06-28 18:31:00	None	Chip Transaction
5	1990	295 West Avenue, Bienville, LA 71008	2	1953	6	811	67	jaziel.howard@example.com	Jaziel	Male	Howard	32.36	-92.97	16760.0	69	71366.0	34172.0	6117	2009-04-01	Mastercard	2024-03-01	2	5692198759214977	False	Credit	11400.0	761	True	2	2010	48682216	False	Coushatta	-8733402887366759764	5814	LA	71019	76.10	2016-07-06 18:54:00	None	Chip Transaction
6	1990	295 West Avenue, Bienville, LA 71008	2	1953	6	811	67	jaziel.howard@example.com	Jaziel	Male	Howard	32.36	-92.97	16760.0	69	71366.0	34172.0	6117	2009-04-01	Mastercard	2024-03-01	2	5692198759214977	False	Credit	11400.0	761	True	2	2010	48682217	False	Coushatta	-8733402887366759764	5814	LA	71019	79.37	2016-07-08 18:53:00	None	Chip Transaction
7	1990	295 West Avenue, Bienville, LA 71008	2	1953	6	811	67	jaziel.howard@example.com	Jaziel	Male	Howard	32.36	-92.97	16760.0	69	71366.0	34172.0	6117	2009-04-01	Mastercard	2024-03-01	2	5692198759214977	False	Credit	11400.0	761	True	2	2010	48682218	False	Mansfield	-6761066196029841443	5310	LA	71052	52.69	2016-07-12 07:06:00	None	Chip Transaction
8	1990	295 West Avenue, Bienville, LA 71008	2	1953	6	811	67	jaziel.howard@example.com	Jaziel	Male	Howard	32.36	-92.97	16760.0	69	71366.0	34172.0	6117	2009-04-01	Mastercard	2024-03-01	2	5692198759214977	False	Credit	11400.0	761	True	2	2010	48682219	False	Coushatta	1913477460590765860	5300	LA	71019	1.76	2016-07-12 11:12:00	None	Chip Transaction
9	1990	295 West Avenue, Bienville, LA 71008	2	1953	6	811	67	jaziel.howard@example.com	Jaziel	Male	Howard	32.36	-92.97	16760.0	69	71366.0	34172.0	6117	2009-04-01	Mastercard	2024-03-01	2	5692198759214977	False	Credit	11400.0	761	True	2	2010	48682220	False	Bienville	-1139681737597774217	7230	LA	71008	92.85	2016-07-13 16:07:00	None	Chip Transaction

	customer_id	address	birth_month	birth_year	credit_card_count	credit_score	current_age	email	first_name	gender	last_name	latitude	longitude	per_capita_income	retirement_age	total_debt	yearly_income	card_id	account_open_date	card_brand	card_expiration_date	card_index	card_number	card_on_dark_web	card_type	credit_limit	cvv_code	has_chip	number_cards_issued	pin_last_changed_year	transaction_id	fraud_detected	merchant_city	merchant_id	merchant_mcc_code	merchant_state	merchant_zip	transaction_amount	transaction_datetime	transaction_error	transaction_type
3410285	1990	295 West Avenue, Bienville, LA 71008	2	1953	6	811	67	jaziel.howard@example.com	Jaziel	Male	Howard	32.36	-92.97	16760.0	69	71366.0	34172.0	6117	2009-04-01	Mastercard	2024-03-01	2	5692198759214977	False	Credit	11400.0	761	True	2	2010	48682201	False	Coushatta	-8733402887366759764	5814	LA	71019	45.19	2016-06-12 18:31:00	None	Chip Transaction
3410286	1990	295 West Avenue, Bienville, LA 71008	2	1953	6	811	67	jaziel.howard@example.com	Jaziel	Male	Howard	32.36	-92.97	16760.0	69	71366.0	34172.0	6117	2009-04-01	Mastercard	2024-03-01	2	5692198759214977	False	Credit	11400.0	761	True	2	2010	48682202	False	Cotton Valley	-7371113205801613503	5812	LA	71018	59.90	2016-06-12 19:41:00	None	Chip Transaction
3410287	1990	295 West Avenue, Bienville, LA 71008	2	1953	6	811	67	jaziel.howard@example.com	Jaziel	Male	Howard	32.36	-92.97	16760.0	69	71366.0	34172.0	6117	2009-04-01	Mastercard	2024-03-01	2	5692198759214977	False	Credit	11400.0	761	True	2	2010	48682203	False	Castor	-8750247614602893211	4900	LA	71016	38.98	2016-06-14 11:53:00	None	Chip Transaction
3410288	1990	295 West Avenue, Bienville, LA 71008	2	1953	6	811	67	jaziel.howard@example.com	Jaziel	Male	Howard	32.36	-92.97	16760.0	69	71366.0	34172.0	6117	2009-04-01	Mastercard	2024-03-01	2	5692198759214977	False	Credit	11400.0	761	True	2	2010	48682204	False	ONLINE	-7421093378627544099	5311	None	None	17.99	2016-06-14 15:43:00	None	Online Transaction
3410289	1990	295 West Avenue, Bienville, LA 71008	2	1953	6	811	67	jaziel.howard@example.com	Jaziel	Male	Howard	32.36	-92.97	16760.0	69	71366.0	34172.0	6117	2009-04-01	Mastercard	2024-03-01	2	5692198759214977	False	Credit	11400.0	761	True	2	2010	48682205	False	Grand Cane	-727612092139916043	5411	LA	71032	75.22	2016-06-16 11:06:00	None	Chip Transaction
3410290	1990	295 West Avenue, Bienville, LA 71008	2	1953	6	811	67	jaziel.howard@example.com	Jaziel	Male	Howard	32.36	-92.97	16760.0	69	71366.0	34172.0	6117	2009-04-01	Mastercard	2024-03-01	2	5692198759214977	False	Credit	11400.0	761	True	2	2010	48682206	False	Blanchard	4168338756690800947	5813	LA	71009	22.04	2016-06-17 22:25:00	None	Chip Transaction
3410291	1990	295 West Avenue, Bienville, LA 71008	2	1953	6	811	67	jaziel.howard@example.com	Jaziel	Male	Howard	32.36	-92.97	16760.0	69	71366.0	34172.0	6117	2009-04-01	Mastercard	2024-03-01	2	5692198759214977	False	Credit	11400.0	761	True	2	2010	48682207	False	ONLINE	7035602569409149834	5311	None	None	2.20	2016-06-18 11:26:00	None	Online Transaction
3410292	1990	295 West Avenue, Bienville, LA 71008	2	1953	6	811	67	jaziel.howard@example.com	Jaziel	Male	Howard	32.36	-92.97	16760.0	69	71366.0	34172.0	6117	2009-04-01	Mastercard	2024-03-01	2	5692198759214977	False	Credit	11400.0	761	True	2	2010	48682208	False	Bienville	7667958022834696787	5411	LA	71008	71.49	2016-06-19 11:03:00	None	Chip Transaction
3410293	1990	295 West Avenue, Bienville, LA 71008	2	1953	6	811	67	jaziel.howard@example.com	Jaziel	Male	Howard	32.36	-92.97	16760.0	69	71366.0	34172.0	6117	2009-04-01	Mastercard	2024-03-01	2	5692198759214977	False	Credit	11400.0	761	True	2	2010	48682209	False	Cotton Valley	-7371113205801613503	5812	LA	71018	54.37	2016-06-19 18:47:00	None	Chip Transaction
3410294	1990	295 West Avenue, Bienville, LA 71008	2	1953	6	811	67	jaziel.howard@example.com	Jaziel	Male	Howard	32.36	-92.97	16760.0	69	71366.0	34172.0	6117	2009-04-01	Mastercard	2024-03-01	2	5692198759214977	False	Credit	11400.0	761	True	2	2010	48682210	False	Bastrop	-7146670748125200898	5970	LA	71220	44.39	2016-06-20 07:25:00	None	Swipe Transaction

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block